{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "44a737cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4b8059e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['1' '2.2' '3' '4']\n",
      " ['xis' '1' '5' '5']]\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([[1,2.2,3,4],['xis',1,5,5]])\n",
    "print(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0f366370",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x264a68162d0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAC/CAYAAADU8SdXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAD9bElEQVR4nOz9a8y1S1YWCl+j6p5zPs/znlav82qaXt208Oln82UrEA4RG9ihQ8eYcAghmhiIfzQiCekYIxCSxgCt/jD+ksTEtBBD5I+HnWBESIToZvt9bqJbRDa7xT5Cr17H9/w8c867anw/aoyqUXXXPQ/vodd6m2esNd9nzvtQ5xrjGqNGjSJmZlzSJV3SJV3SJV3SJb2DyL3dBbikS7qkS7qkS7qkS2rpEqBc0iVd0iVd0iVd0juOLgHKJV3SJV3SJV3SJb3j6BKgXNIlXdIlXdIlXdI7ji4ByiVd0iVd0iVd0iW94+gSoFzSJV3SJV3SJV3SO44uAcolXdIlXdIlXdIlvePoEqBc0iVd0iVd0iVd0juOLgHKJV3SJV3SJV3SJb3j6BKgXNIlXdIlXdIlXdI7jt5WgPIP/+E/xPvf/36cnJzg677u6/Dv//2/fzuLc0mXdEmXdEmXdEnvEHrbAMov/dIv4Ud/9EfxEz/xE/jP//k/41u/9VvxkY98BJ/97GffriJd0iVd0iVd0iVd0juE6O06LPAbv/Eb8af/9J/Gz/3cz+Vrf+JP/Al893d/Nz7+8Y+/HUW6pEu6pEu6pEu6pHcIDW9HppvNBr/1W7+Fv/W3/lZ1/cMf/jB+8zd/c/L8er3Ger3Ov2OMePPNN/HMM8+AiB57eS/pki7pki7pki7p4YmZcefOHbz73e+Gc7sXcd4WgPL6668jhIAXXnihuv7CCy/glVdemTz/8Y9/HD/1Uz/1pSreJV3SJV3SJV3SJT1G+tznPof3vOc9O595WwCKUmv9YOauReTHfuzH8NGPfjT/vnXrFt773vfi137307h67TryGhUBDAbkCjEBIBClK7qYxczVO5S/mh/ynDyiBYZ5LeXH5bn8XlvPXuU7NFlrIylTKdCOd2jyyH7jEoNQ9wNRqhSXR+ocyLy3I2WbbmlvykmyPlOl3abI3bZlfYvrNnO2L6mkn/Kq+5ZKKqW8IGhJu+ue3Plhy6zfuXMPTV1nqIze3cQgcExPs75IO97VBjfkOv3ffZXKlzSPUsOHPNt2vK99xCadqlCJZssgY4cYVQU0LftaPVYI0fTlTJccTwzwtCI5nzI008jj3pgx88C8sjPT1E/pWTvO9YuTLzqOVS9NvC8NjEj1fKrmjjxMzGluEHXHhr4f5cNcvtuEHQrv0rmdrnV4Jddzrp0DDE55Na3S5xmTxEGM0n5EcETwzDndCCAwpzklnWjbTykqH8vMv86LO0xxvwNFW9vEmWgyX116jrh5WvOZXs3yrskt1ydf0+djyoKSzKw6RP9Qw7vJplAT9a4y496d2/juD74f165d67xV09sCUJ599ll47yfWkldffXViVQGA1WqF1Wo1uX527TquXL+eG0pYAoCZTuEkgHodnL4r46hHlQ7u/LQyCBmwsRmEvTFpGUrOZwbY5EkxmZF1l3Oe2DMMM6fflLvJsQh1Sp+q8Zq2oF7B+jTXnmZaTQBK1c5Z8iaK8rMHnjQRosSsqz6rQFs967pM2Pzd56Jli+s6/VClzb22qGkHPDLPJPag4DjOPD+XipbJtf2fbjZpsBnfVNUhNMDT5NAtSVse27Y69ubu96iMg7n0C/ufzK0dRJ1xlb9IYhkazuEq82IWsCw9RYTyn0miGe+aZxrThQ9ZozhJAlOwrfyw5BC5cL8MHQprMO9ymY+o20zHHAMZNERu2riUPNcR0HJzBeRbgJLb1VAjJw9HmVx6wPI4B8DrIwLgIoAYW0CJqmG1bFZBsv3VYGiYqlV8YnKP6t+9QUXVda7Sq8RFUwgF5xGc6mr6L4+EgnIq+TSZxZb3Nq+SfQiFx0xmcDPn99HbsotnuVzi677u6/Crv/qr1fVf/dVfxbd8y7cclZb2RwYpVE/6tkH3DW47OQhJW3HCFOynSnJ36Q6m3Wl1xMAskpl5v/NYD6AdThORMPnVZzUlb1vnOSZrGVzvuj7vmmfs716armKfdVq98nWfO7bJ9lBbxrlP/Q4VcEn9OlVlFjpudE7f6JWrnSfpk8rk5FMJMFPufbRvfux6p//utAWmbWs+bEACNZaM5nk79vJ3AeAJADAcIqiCUBGoRUc3nfwhVJZCQj3ebR0teJibD7vmY1VHw2P3jc1agO8Zcc3takyL5cPtyXvS/oTJGLPgMqULeBC8fJ8dY5VmNOVuveerNmnrhx15Nc/1fk/6kutn0rVUzkNlVCsjeuNlkkf1m7rjo5/bfnrblng++tGP4i/9pb+Er//6r8c3f/M34x/9o3+Ez372s/irf/WvHp4IoWjEhMz6iEiQfekYHU5JqFCbTHnIXs8aRK0nMupGd9S8WmkUiigLrJnTDKea/DHd2Zaql0HnAtl6sRmg3EzIXgL7fk/zU6FuJ5S9puUASjcJsJ/UkGeYSZkUNbPXBK2VpifMVUdi1H1Safxa5ub1vlmzrdeudtpjNWj7RASe+QEQwHGHgJn5wU3py9LcXP/bdjbXOuMsGai5qkNeKanqoGUx6XDpLb1n58a0dJTf174kzZepDLxmqYYquzZN69H+nmkWyuNVxhERPJUysC6jVLWq0yGwlC89p8JWBeiuEWT5FKBtZYWU5l3aQYXLVAoRKn2bAGbKlgjLY9t8Cwe0/JMq0wE1y+3p8gx/ll+EPme09cuFNVZnriw1VOpNdV9H1hHWNMbx7G73I8rf9iY6Hf0kX6lpDzsfdbhPGtj8qud3ud72aT0z5v7qRJXRRfV7DM4Wv0PpbQMoP/ADP4A33ngDf/tv/2184QtfwAc/+EH863/9r/Hyyy8fkUoNHOx3Ql61M4/PcZRpynmS0FToFIZClRDPE6G8OjEZ7gMdR+9KqsrQTytPTLYCWgtUD27OX3qo+wAQhGlxKmZo1rbTWN0jtNv16dYPqJOfBRjVg+DJ+8ZgW4Ege31Sa2V6PZPUpPzS56aRZwHqgTO3Zhathqp9vD+t/EhGgpJuVb75OlLn7jx77Qvi3nPT9i5tk9bnuX56soyGXucX5j1XpWyeNllT9xG5V8qwW2Cmbx6JN8TCx7vPqfCp7lMpS9ttuyjNZwOscwXE369Vytp3mRt+oWOOchHbJaAjOZixbByikE15fi+t+rnScMzTnEiXNkhkBmHCtx+YaFdi9QxSfFzpIHkwlH+ndafu9VaBy7xCBhRzzSdb7FDGWZ/TkhSaeFquXWPgGBH3tsVBeRi6ffs2bty4gf/jD9/A1WvXi0MTjOCTuccy2iKsg1heDZ1OCaq/JqDTaoiWpUzxfGYBRvgzjIPhDO0SKjoYssCr8ph/zwocoxtKfv3J7kypTe7Z8mAHrk74SZ75Pft8uuOknp7a5TKS+hgNgNk4c8nsJftWM8HMpGwnHDc+PNZRtgYpfVapAM+5WjAV/NPaAeoCHmJBsaBtLildM5/JxjC4OV1T8uo4W5DhkFbzsaWr8uv6KNVp1tJgV3k7Zc0NXPJuHT2rchqA0s5vmoBD6lzr1CHLN+mdie8YV3kVyyBV47HUVZ5veA0ycEk3ormX+FAZH4XXkUm1plwmi+UaPFc7H0the3Z+zTODw8LP7MLULmliHWeh9ax45HE2Yzsss7Akqpc1GFkpUR5c8kxXvCwdQeoTpE6xaptpe+7bHAGpL5Uf9fPd8V6P87p7Sp2A0p6lP0vnsn1ffodqXlP2LbNSsRqrrKBNJwB1R5pZG8h1LtUp/Ft95e7fvo3/9T3P4NatW7h+/fq0DQy9rbt4Hp5qb2MdfCR2JC8jl5HmXHYSgm3iSsR0RP3+KbMTzTcOZbso7xraBTFr0G3KSJ3v6D08Sa6Xmt6tJxdNXyCus2izn8mvBQ9GnZckuemnHQU+gHobLzSP2tS+p70m5uc9Fe6VJb97PNmyTuHFIaN1DzVMa1eKRZj2n5k6/82nM/uI3c7AFQzIxcuWBUI2ac/1ylShfYAWqwrM1eVZUqFCqQ+jjm8paO/d1gLcCocejprWpmmJ6faQ/aSvZPBnxfuRtC/7CfsqO4pM1hNqHXLNjZxojysydEnH8CYBOQW8WvmwWyHcWyE2A/ZB3u/cZ1Us9qSv42Pub5UqS9oC8FqulwHrATXQ9CcrGgfQEw1Q0tirm1e1S8cAKeKkNOjU2zwYsyWpQLRaUjUbVEeZNq0Kq4nCYZdWiHJ3pi189U6ifR2WtQCg7AJoiFGGqZ2IbD42L72ftyZSuU7EZSkoP8u5XewOpLSm2LQX1XlkVE2mvYxJt/D52pqha6uVI4IRCqzlZpsX6gYlsq+Um2Rzsg1TbCrTSTs1dVcLqgfOvN5j1PzgDqvlynZORTC32j90rOxiy/pzqhFpM9XX2fSdMvO2h5uyVkUr/T3XTgXstGNHZp+tv0nDrE61Xd9n7Vy/Y9NA7vspCJoUNg8QIxxyPfS79IA8T1kBme4imcuuJwByXbmU+BCZ17au5m/T1YFTp2eXO6m5Uhe6Z5HKWr1si0/pUxamaRizfXT6rsljbqqpD12yAjY7kfQ+ACbhw9J/al1XB9y0zCP+MQQk9ZJALPNSymq3HdcQB0ju4M1VLqButrsolZ1h+6YPico44OyjhFwvGaZmytmWIOjYaxLUZ5uOKJDUjqJ+T/Tmah6ngIT/OIyeeIDSm3SAMunaFOoomZmUt+T3aW6CFwm42z+gEWdVp9iyEpgM6Gn2mbVotnxvxYh52NyY+l4YxsdGeOkl86VmrKVVLUjIBuU5IWNU5omloQEnyOlY3x3qlmOO9FldGqquH0SUhUYt3Eo9mtzK9wkjTakUhsDNvSm1jKpqm0lRbR0NjGoZCRemNM3WAIUqE/PkzHpzVeIK7LV9yrL016n/HhCXRd6k4GZUz3D3ClJM5oVJaeJUMn23XQhsp7bBJtrt07xR5ksSknXlnZnz1hKRQYItU0XTMdLOydpngMAcKwExMW3lxzknNlHEubzH1eXpktesBZhsORuX7OzLUGfZ5X3d/ueqc7oSwZjPtB1Y6qq5VLuECJUTb9HFSp3LyDS1aYZ+NjJO5oHyRFNK9YcxjxKa+vTqbxm7fdC0x14ft3YAd59vHKxz5uaViZW5k82B9IQDlEarNSO0it9gbMDJIz42XGk2g4atCLhofFBmuWarquXLjVAx3wp8wWTiV4ODigYwh7BVUynjbn8UDmYroDsJyqCfDFJTtzkG1aZb7ZaxuRgmYR2bLXCohQpNhaK5ZwX7pJ8m5ssjySQ59cepIWdmbgemp7/nem3OR9c6x1mB0CbPk9JQ/jMR0qUwdWrGgqlLq9ZaVq/K7G9pK/C1HNlSp8OPytMqXNR8bHdq7JiZJa+q/8v4TvenArlOs/CDqrVI52Txh6O64PogjHScgJPdpZ8nroDHNL3SfLXEtMBrNv8JaO+igT5ZQQyIJaNcL+PWTigzf5vlqXb4l3fNyJZXqqnJpq62aihLGk7SItTtWbBF3Z/2ubyoL6DO8t9uztWcQsXnDm1atYZU87kFHNIIbfyhdg9Qw37MDzb10N+2DSYq8lxp91Un0xMNUPZhswBGQHL6dOZ+5diax3zL0spkNt1pUjeTpQWU5otas1LEQiuo6lRbNtKvEXWv7qJeC82zPZq9M59aS6b98pbO+TR7zD8DEGMBq94gqpxrew6j3Rwqt/Z+f+9Op3N/Z1fMt/JEWMy9Mpnv/fdqOGEjb9YDc4dy2+2rDuTb8RuyBHRIe+5OKTvr0rx5e7YNu88emn/Hx6Dqg92zs16cMyBlUqI6x32lmqfd7Z2XSifp2fmJmUZqwUkvb1Q5zM8r7iVQ5ybgYH4E7m6PdrzXU92goJlyJHBSlDQvqSS4IU6ltL8mxXLW59+zw6kq9HHEzd8p1JjJT8vDUtPO0J8tW2UVP2wuzpRqlp5ogDIvTlODlXHJiCBQZPNeu8OhFf4tjGgZQAEnZAQfi8pYgRSgEhjM9Voe2wc7uWp6TmZHOxhhNLba1Fv/rdOvHYxT2VE5Ee5nB1PAVlsRajPuPifgiQUil6OdVUXSzjMKETRNFyvwyek2/ijzO7TMdWMJagP7WZo0O+zILHcqwxK3/dqmQTnOhrbDpDVZmWgDexug1wK/yv+qLbj2b65YB8zwtF4E5F0UVG6hXECnn9ncpsnztQZoyiGCpY6UWdhmG9XF5XKVJ0v9Sh2tj5rl4dO/lP+S7VvqR8TUajgAAWgsYilTFXTd9qioD05qgNA8TzLGD1geVT6q9be2XvV/Uy5UN6K2vZRhbpLMjeVe2btLsHWCExBhh6sKY03KWFnzCJTpkoO8RQIQxY+Ra9+hJvc5CWJrQ833XMw8/8v8PDiicnvNvmf2TtsWLeBkni/vImm+49454vknG6DMLSdUMqUwvbxAkucJTSfMfG45zyorHQRTuVr9tQO/l60ytY4o7v4uaSqjKMy1glEEE/uggT4NYNH6HDZQZznNXuo5xBWvipoh1UxmymSngvj48uQ3Dpw5E4ZhQaH5Npva7I06pFUn+cm13q6CvpJIza8a/OTfDUgsSfX7uzUXV+XITuYKbubbbeZC51oR0wXQ1Wy+8sHg+l1rRCvChLIAruZqqgSqUWnxUgtWFEiQzsi21PUv6zTctm5xed85krrUH8d2stkB2xGy3ffLnE38s7XLTERt9S0L48z/qAJ9pfF4kkYBRHU9sqNtW5cdzZVnmAAQBU42SB/nJw3gJIhzZ8xjpPSfkQ1cN2lvY+7UTbb87s237nSu0mvvN+lP+FMtJOzyeGnS6byzS6uasI77Y8boMUDoiQYoCW62CJXKBJArkyFPpvnJzgm1uhwkZnIidREmemvJ0zwYUZt/U0fT9D0ug63sW6/jq0AYZd7HbuapXrdli5M6HS/MD6FZ8KiysI3kWbN7pIOxZgzg3PofPSaqOcsBRJP+rPiw+datVyePqSbV2m1UymnDknHoA6zPTptuHvuNsOhZhnYvpZXXp/AqldFGk52jdh7kwZ3LZgB0Va/SBgocYraydYSbyUHD2rTCofSSfpvCCM0zvVUEXR2rxDymO0BQV0sDhGl1WSbyZKZ2rGqHToOJQO+k2ciuAirs79xetfUli3Rq3y+tmtqktSdNWxpQYclNmRiUIzU1aKBKzfLPXNHugyUoZ5lnKqOJzDEFrD3C0PhT1g2DJAmbS2spb7ctlzfL2G8BRyUjOpQBUwYaDV+tgIUZ4VTgkwX1fb5qR5vpz+bZQ8biMWz7yQYoQBmApIKhaDxAg00NMKmWMag8e3z+8z+rAEaaTycTkhK3giwPaihT46r8ZZIW5knQLdYW+Ngp0LLZ46X8TDXSvQNQw5zXvzqpVSlQ53tvjr8DqDr3h2x/lhbT0WntHtz83UddsLHrd2s6ZxWKOicMg7J4xzzLGWDYU1B3l+vYblKBrmWewJkp0utQNeMTUGlfMfUr1baM22ZXnC0n474Z61aItELFQh79rTxBBb2WxypJ/d05TRo76bCnejQ3zirhabXvPTm5jsW7J4jr+ztH9iztKkcCHe2C4vTdAJYos07misgYXUKUB/NyUFO6Xkl77dcv5I467JhYk9ay42gyf7j8od7v+Sm3rxd23f8jA1CS6W3ahC2TSHcbQ3CnlSbuWR0QA9TaZd1xaiKeBhkjtj3e5ESFCVZlE3VFMXW7U2EidazQY2NCrVqBDGNtGiGDgzoID5n7psgVg9bYAyWNafpTjU8nj+07u1TV9OnEKaurEFY0d5ZOdY1KvTXNtu6pf2rIodwmj6tqUhfVyoLD1ETFCdikZppTEzXlNQLSMtYcrpqoLOU1HUZS9tLtZXdJut+MAxGads06woDiohPYzJrrMj9zDec7iqr698ztLXEVZdUCmWRBlXJz6rLpDp8yvnMZjUN2C4pSOibNpmRTXx69T+b3lNlbcGT7lEyNsrEop21S03HbjmtqvpKDVeRg20Iskb057uwgb8pXyTK5OHFwZdmcQHaho5aumkXxaaktCHPyu4JE3FzP/LQzegQBTpZBO3XVciaAy5IuwZHDwAEjWtucnaFTqJLnaVWRsqxr+7qWXa28aKoElKVLaqxaFTKJ+YWeLMx5tuMHOwCKbX6q78103ez1Hj3RACXJ2mm4dWoealf2K4HC0+eRn2tGvk4kNvdbGd846GVcolIXLUOrs6j5PeeLeqBVjohr0s7Fq2ZL0dFbljBdWpktTWbi/UdqfxUr5OsUWtoxRDu37GQogrX05i6MogIc0LHSYbYNY6pYi53MjfzXt8h+LLNX1qKMh+vyti1Vg4imIs3gtUPeMuOyHbcVWub+zhZrXiMDgppitEUrv6m5rgWVdJr5mpg+lf6dSVvnh92OutOBsGRW0pJlYcv8wcWMXz1vLHt189d5Toes8gURup0K2bmiu0babrFdVZbXauBT+XLMkAqulFcZB/tPOdHCWkbTwrM5vpveS2VsFbZmXlhOofyum2Bdsq6ixvWcn0M4hdemvpqOa+0hyjtcyOUCp5OV0QJlWz7u3mmfm+NG+aoRMbvkBjW/Wq7Yzvoem7EuB2XpyvRNZ4yW0VjzwUdFTzZA0Sk6t5V1Dy+2jdkbKK6HRncsYbTe8NWAyBdqJjgpbsNt7HZonbQEZ4SemfzUDBAzy9n+Y6XtpA71+xOkrULWvF5cH8T+MSu9+v3UAqA6Xgp3mksnTWsy7j3b5NX6N7QCxJaZO/VHPQTUXJxud+pecYCire8oIfYO2tq7sKJWgLZFqIdw2x/zvwm1wMwikno92ilUFsYMxJjDi2tqjgggyuvovcB+qN6wUK8RaFzD1hSMS4LoCUCpxIcsPTBDNjswrAN+b8wcQhN/hJmpXwQBVWPOToMSJnxX3rv7s3/mkIVKk5KZdOSv1sGWeed4SpTKXwtghi511t5nbVny7327WbjqVXS3HSjgq4Sv4SeQcSj9UO2BqPi7AyFW58DpMQZTSFJqzC3/by0qDdXDv9+/JQcLTmrIksuyI7PK6Tvzuh6/RpY5FdDh6Ziv61Lk6qH0hAOU6YBtB0dvSNtGbcTb5Mqu1A+hnBfbX/NP98VTKpczr1vmlQEK996dpjVZOoGZWB0m2msVbh7oaYlTOr79WsoYi+Z6v2ZSu7O20/oY0VPebplrLiPMhCcFfvtcRGuaG40FMFElbHvl201zyKz/O8szRmas7RtTLCkOhTEAMcKBMTiHpQOWPrVe5OQAvg4BW05aKTkPchK9KAOFuq8MTOqftaRghBkseS8ArJzD0pdYOoEZmxixjWm7byQHOIcYYwVUbFl2W25UaZrcyOVNv8qIaBl++1Z5ftccn++/fnn3jZC2RC13OmT8lOd9tkgZEFbNCmoYSV/Q7uei5Y3e+Ky5Xw2i1HdMDwtkFCtJg+7hm7LrfCjzgibctteCh/OEQ+drP9V9ee0ESvrXMLmW3+2iB9nCDDzhAKWLPQ0ijemh/KR15spXqQyo9nRHgLKJey8ZzVK/5AGRO3NWN2grUYa9QSK6MwBkJnaqmGHSHaHSXKFm4qolIk8qKkxT/7YaRK5BI90n66Umob07OFrm3zxebY21hcsAID1lOyE1yT7NS59GHctN6lX6osoSefthlVinzbWbGhZRm9nVkjMFj+1vLWNe+9/z/ISOQEm9sV851NpyMcSBkPO7HBnMEUtEXFl6LJ2DJ0onWTudl6lIY2RETsEV37rYpvedAxHBuV4kEWSfESuUdM5B8uYY8K7FgJV3GBxhIBJttzRHYEaIwJYZFyHi9naE8x5oQNKkDY6gqYZfC+g0/hohRvb9YwVam++x76GT24MJmrYcth7zRzwUX5Jja0DmX5v2ZNsvG9Cr80rHBzMiE8BRHp2OAbuTKZ3VY0bjTFPZqMjVclS6aeRGU9YDW6FdkWsh5q4Xe3BKx2mulo371eXq5oqRx5rGHyELSiIqLQegAwPadej8D2fhPKe9pA7WDjH6jgxOCMouoGE6ILgZr3ZyNLnV5SwpVECqerEd4A2mr8dCqbPNQ4VsAUP2pem26baENXBpJ7G+tWNQGgBTpmfz15hMLJvvli0DDq6c4SZRTg0yyeDB1p1qUDKtYQsNjhcfxc+hprbF7O88yvLBfWieNg53PYBxRPlaZ8KqtLWDVa695hlDBCFiAONscLi6GLB0rmzrbRiVHr4WmXGxHbFhRogR7FzjO2TFTDNOUgHkE+GZsXCEawuPlXfwjmYZZIyMkRkDAesxInAER4AnIKWTL5px07Yj6nGTWJAu+cmoJy51yK1sOIFGOc3D1NTZzrOs6feWYjujyjw//37PUbN9vu1T7Y/pOMr1a69Tc3/62qwVK/NxNmDCrKulNm7rP6UcI8W0yeSwTir5a7uWeFMV5DQVa5agM19qny0iiiXdB4OYwHSoz/DXLu/irLhaDlcras2mkY5Ms/sZ8/w8kJ5wgNLuu1chZhqsw4tInpk782DSfG0vV04Iza1ZwV3SLsVt8LwRrFLCSWm4+qfPaPNW68nJs9O0SIrJYLMkYaBQJRl7wpQLj9RyKbMyJZqjSl/Mr2o+hsmYfGtGSfmiRvG19dMppPXsrrtLuYUVlfJzU9c9YEvbbjp+qgJ1GWyb4u7fPWGQrtfjmCfOkLZn9ikyE0e7DvMpo1Wel4bmmCwXCwKeWg546mS51+qgwMEBeOHKCd662ODeGLEOIWma3jVpUP2Xkf1NYgzwMeJsIDx3eoKla/2VOvk7whKEhSMsncPr6y3OQ0BkTtYUzSmPg/bvvD9B7zpx+47MBQE4cSKY6vvSwzX/A0zH7pD+s8+X39xUkTPw1Qnfvo/Kf6ifbbO9t51OzA2IMOmrRWGHgFMQovN9Thjmo0/IPKPpy/vZp4SAyGR2shkQaRspA5pW8M/1hy21/Vuu21T20WFivzdu+29ryavwCebZbAgyjLSVt5ZDlKb6IwNQ5okxDSx1SCfrc4c24bHItsci5tJoYUW7fMIwQry6Ol/Tguybp40wJjbQiOp3e2W1QOrQNgaKc2nO90DT36ET9kEoMc25aLp7GOOeNx5UC2pzsizvsDfqdx8ptQxJwEkYR9xYeFxdeFxZLh4o2adWCyxcwGv318l5NRLgyjixzJszaEjAaLtd49mzE1xfDFi642t9Mji84Ja4uxnx6vkmaZLOAqQdvS0m8H39VMM7rVH7q92DWI+1Y3jVo6PDc612RpHL82uOlzwq2pV2j2Pa7xEMn6G83ZJePz8PlB4Xd/rSUaqv8auhct02mAL2PEYbUP2wLfFlAFAmEPzo9+eB3ZzTqn293hFA5oVDS1KWqGypigbfipXJ5KZyZ/+AmLLNyToobKsUEMHt4FNLiy6ttQNX65GrN61HMqeW+heFpjPMGw6RmV0F73stcCBDNRpUNgtX2iGscWlSl7IAyKi2DIvWxWzOetnniWzKbp1D5Ur/UQMyQXP6V2fX0g5S4U+2I015q1qIz0mMjBNHuLLwOBmGo9acgdLmDgkoPH2yxOsXWxF2DukAQQ1bX4LeMcRyEwLetVzgbPAYXGt1OTz/wQGng8dTqwE3NyP8kHxS9tXH9kE76vNZXVw0UDMo0tPOKg5s+pXNMsZhZv9p3afzaqpaTEFRKSEm1yZUzZ0p2G8tw/MCrSnFAdN4wjp65VWnpxZcV995WrAcoVADtdU8our3Di98UDoo+CVM3eqXyzPH+iIpyCbUSz0zxeHE9vIOvclYofrvIfSEA5Q+DufZH+VSD9LMdd/kehaQB2oRO9LW+/qt0oyK7M/Z8lEjv0wcZX/pAtvblfxnbiaaJNA6Q80tU8wzMDLpGeaUT6u1k9zmZlJoJfUeJl3H/Nhtfj9m6mpwqzqcXQFWOa3S8KbvCviZdiVN+1SGOKG0+QQjsa0lZ+A3QVNa0WnTdinvPJvDfKbcJfBXsmCcLT1W3mPh+86thxARYXAOV5aEty42aclD/UuMfVnBifqeUGRcP1li6Tz8jHPtIeSIsPCEq4sBty7OEaOGpPeZaac61ww5N1ceDx1fMJqO3c70gIWZNg91aNSDR7szYRb07nigkcu2YCUejHATBey9uaXDxlpQZothJ0Lrc1G/OwFOM8vo3Qk9KxkbWMQJi+jIYfvp8Bxbpl02ylmAMIMpMpum+kbXr2zCtPtp78m6pKcf0kB+Ke7L1K+xTiOK9dDOiQPZTZeebIBCXE/0tqM7rxiZkQfyfB/aEE2QyTMFJr3Jmf5QfUmYqo1oOZdvl2j3W9nbouN4Y4eL3fffy6OsAfcnxNxhZG25dO0y5zNpO57+O8nLPD3RDjrFsKln57gZRI+6LnkitY5hWW0owCJm0DAPyWpGaStSrlgRId076b4i8CqIWFW/gmJsnifzXDPWayHQQnbTc5UAVt+mEiBR34yRgRBBIeDG6vShwImSI8LCAVcWDndDRIhIoINlCzBKmPgQGY4Z3hGuLIe8rfVhyBPhdHBYOcY6BgRGXupp/S0SnutsO+diMSlU4lVkgaQaQn5P6kfW5tBYbOVan9dx07XUGYYsUa55ZpbYEsvc4FgEWKpylYX+iqjnLMdO2jNdZEs0qRfXI7cFKdMkc0+YipTrFmSrL2zM85Azxwyt5aVVAHR+mQm8bwi21lCq7jTccgfA0ZJMx9mUL2TZ12f/mf852OWtCAeCI64siAra9GUHIDAhEuVjFSt21K/BLD3ZAMWKkT1IcY52vZYdolrA0fw+1nTWCiZbGitoJiWUl6i9bTHUTsDVMpL5svWyz5cOrG8Ekj9Lwx8mdeiU8EH3zdt8sqH6oeVUPSEfXuz1Ui7pWyCnOxImGvhD5sfmL03qR5N3LLCfyz/GiIGAaycLLLx7pO10bbnA/ftrbGKA9yVGimV+cQwYEHFlcI8EnCg5Irz7+hV84e45zmMA2IPZ5eUWpTmFqIDv5roRgHOl7c20Q2vWm0MWNLdjoUqfpmOAzD1H4kTaOMTPKX0MTsHROsrTca7FAPPuYyunLTrloZXcmCxBJYrVqVOueq2T8lxhjpqu1fwyzHhnPua53rAvPJ+mF43y4Qy4VuXSycdTagHrMKvvtRHNLakiN/vAHvryAChdgTk/Krj6ckjIZ3l84pegmtEOcUttd5oj37lvmp2ClHK95ojypKmQ5LCzHrvKO3mTGgF2QFtx3cDdTAqfaMrSqBPUtpER3oeQZZz7+EQ3amKza4RqFjKhXQGxyhpsf8xly1oz4Qm6PXFqXrVCMpnG50ZP9VJ+vmXNU8ae5lhKdfp8wu8MDhEkAOVsucia2KOi5eAxEOBiRAwRnlxe8mMGEGMKxuaAq4uFVPPh89e+SsHlHLYxIsaYl47sGO62encJQn0YUgqkVmCDGo3q1b7cFnD/uJ68PlWBMt/IcrtWzGx5CHUsC8MN5a8mosDMOMV2ZORk+3bOV0YcWy1899guTajl7/OXVJ+YxEeTQi6r5Jt9aXotbefqTNnKUk0HMGoe6YGmFtPiV1lr/dIEmBSqp9TUi3SMdtlYPw4JgDqkgHQeVEXK1b60x57qcmNqU2Xypf/KO4fTw9tgG/r4xz+Ob/iGb8C1a9fw/PPP47u/+7vxe7/3e9UzP/RDPwSN0Kifb/qmb3pkZSAzpXTJeucH1HzKpO2RbmWc+iPR5NOWrPUhmWqr9YDZSb21yAM+R9EOfqAm9v3F5P6nc6/Klos2NJdPL11bvoc1n0yZjqRJnbXYg4CuMo+Z+uwt0J7nlSloGWcSzOOB7dig6W/Uv7u1YYBjAiiegJVsyX1UpL4oC0cYIHmZcqlzLljyHx59/o4IC3IYKOVvD9triYV5KACZpKdSkSk/zw3TKfypP7YPLTdBx6qa7eUcmeqDHLiu+uSxUA5STD4IE5gqvkFNmaECuPVgs23R8iVbX9Tg5IAPmu+zbdN9YgrcumQ6zM6vfby2tNEMv+tluvP3AbyNtT3sEp6UffKfgs/EPtKSThkjZSxw8k2RcVGsLYknKrCxfx9U/jxyC8pv/MZv4Id/+IfxDd/wDRjHET/xEz+BD3/4w/jv//2/48qVK/m57/qu78InPvGJ/Hu5XD5Qftx8L1EvCjrdSxkSFi2gvV1gbpVZU5hd0rwptb5fIUoRXvaslRlt+yCqEPaDEO8cUbvKpdXbzyjm07Tai1540JpUeR4IWnIdsuVM3q/uH1LLNtW6HMc6z1Xlm7RX83rzWwV6SbTNpPPDWFza19U5NWlPDE+AfwS+Jz06GTzGCNzrWPhjTOeiDEQYHlP+S09YRML5GOG0zjuBplU3gOzYa0Wpbf5mrlc9M8d/ek4H+oiOW8Nu7HBV0KnsJhptN497oxXnjtf0aKqk9c8c0PrV18qjpR16UOaQLCztAtTVc0TVHKp276UHuu+1GIF612eocv9tLPL7Y8h0fre3u+8bCwas4jHX0lQAhgGvxafQPG3Zs4wHViVOnE6YUxoaR+YYeuQA5d/8m39T/f7EJz6B559/Hr/1W7+FP/tn/2y+vlqt8OKLLz6aTPO4aoJGHZnGzld2DpRDt/eaYUL2+v5sH4VgTglKijMjRabK3vx6NW6vxIZFsPn3UA+Fydbm9r1OffIY4NqE+aioh00fDZWllAd7+7jfDzqqyPxlpLX6EEecOGDhH0/LAMDZYoHAhDvnmw4zZ6y8w/IxgRMAWHiPRYiIYTvPabn/czoPjqQjBZXNzVoWerZI7cd614qZrVNTMWZrcShe12mrj1sAZMrR/t43N3Zp6vuuadGzXmfLh8c57x+eDle5UhvuBm8W0LRW1JKXq94of7P+YHBt2hU1H7F9jh67D8qtW7cAAE8//XR1/dd//dfx/PPP46mnnsKHPvQh/MzP/Ayef/75o9KOHBE5oqOHpz97WmInjzEtua9Bqfm7L9LhPtKzcLLmI+bZgyxCNC/EK2apvgtHm431lelQq/wfuMRsmBSw97a5UBeptjjYddPySEeL3DET2jOZTAb1ElGVe1se2WEB7itahtPtMtjUY6WOr1Dy0We1mmW3gUa9bEuXX5B62TpV3/cOyPJAvy8512PwDouH2Na7j5wjeCcQrmkj5rR7Z6DHl//gU/4hxtqKpBq4KU9FOm/nrCMPSbO+D5kPGlEjZclBEslEkAYaHsH5vKc25R7NYRObpn0mx8uQwZyGtsmsHdh5wDJm57csa1ajwCiDXYVvxoKhvI6ZK3dZLsaBkjR3rBe2+MeaDtr67ZHsU54IUdxNvnMM1/5s0F2ROamD0tJPlTOqHiaAmNMzRNl6kpc7aXc7tfRYAQoz46Mf/Sj+zJ/5M/jgBz+Yr3/kIx/B93//9+Pll1/Gpz71KfzkT/4kvuM7vgO/9Vu/hdVqNUlnvV5jvV7n37dv3364cmlvKLyzzEa/NJ0ETGVgpQbsw/Y6otvEm5JV36nu/g706L6dh0vDMfQnty900qDqDcNbd46tmhF3gcCcU98cmMi3LdgxhZmb+F1ONM2nbjOrYdSv2oBg+owmxyahMn5E8+iOmV0jpR2M0zgaGZxMUrPt0km2RdIHjadW+No+NRbLmACCf4CorYdSNk0nFJcRW9boiOAeY/5e1uKP9QeZe9K2rG6Xts/P1cTOzWo+z+TRjtnsnE/1OFH5T5OXa6lV8xU2rK0Bs43/SB3TqeYRbFhyW/4pY0O3cbJ87aSjCZSiT6V/66yr/5YTwnrCnpvf/Zx7jvFtgLeq9drNFbuEurlnt/zqF8urtM+7bEk+Oqa4ua+ubQ6mDVsApMCNirWEoIEVGXru1KH0WAHKX//rfx3/9b/+V/yH//Afqus/8AM/kL9/8IMfxNd//dfj5Zdfxi//8i/je7/3eyfpfPzjH8dP/dRPdXLoQD7jGFim7+FQdHrnQGFyxFOHa9T99yYB1yZ5lUlfZ5V+RSNe2sA7bUsVZUVjrNSCuYfQWQe5/JN3vpCrBu8ECHTrXh8xT+DaR2cH6eTo1Kqiypwtg2dqlzOHLJoGi2wYLxHaBfIkQ+fzz574ANQLfiJQqmdR4Y/JM5oaNfCjV4RDOAXVeUxeYaQD9SLLKcWPz4Kh5Jg1BJKUIf32jh7p9uJJvhJFNo9e1bitYON6PPeKw53vVRs3Fq/JtMgav3kIHd6Rx5bL93U2pBAAkhT1YfMkokthQPlvbcgqgpxRfA5iNaLrvWCTg1q73VePv10irgSP2z28S313ywd9hsw7NMMwNUrwNKdjx6RtZwUcpbNL9qWsMaODJi/TsWST6VEWl9qAnNiZvEjCU6zUbZNjSu2j24ud9DdT6f1D5SbwGHbxKP3Ij/wI/rf/7X/Dv/t3/w7vec97dj770ksv4eWXX8YnP/nJ7v0f+7Efw61bt/Lnc5/7XOcpEYKTurfCbCrcqld4V/Md3rC9Ehz/fl9g70vLIuBYjQeeq/XuLKucj5lsFi4pIGLzfXd+EelcDFtmBhB2DfPZ/p/7LQxvpjBqLt5V67kqHNbbh4Gtx0YTDnPc63a3mnfuoSK37s8s/WFIzAaTdwZ3jw+fpCLIjqJ2J0bdbIaJ7PPobN+bXJp7v5fvcZTm0L6gBLvJit8EShrITGaM9Kqyb/ztK9wDFn4KuafyYcpjDshstvzz785BmP51bj7RfNp7x4GBXTmh83df2R3bQG+cY6ocQ4/cgsLM+JEf+RH8i3/xL/Drv/7reP/737/3nTfeeAOf+9zn8NJLL3Xvr1ar7tJP3TwGNvdaEu0EKWpoe3ki0nbDe5N1/z5PBv/kAZMUzT6fADVPvlf35zS2SZIzgrFRDrixSOXgdLvqUeVhA8LX/cXgzH976Wm5c0wDU5GYgU76N6dqzZ3yrz7DWfu19c16EfKOHKtxmNTzZOVS/m6Bcw17fj6tDmly6qrLtVI0C1lFmWLJwTHqU2GLsmWu8VT+tZOhPDolFdBZWM+V8BFRntdmicUsJ85vZn2UZUhnDTnLenOsnulgrqxzLU1U0Ga+z7RnaylptzyTtbD01FyU4aDv7DpYtVLY2+eMnxnnuWP6gYxNkDtJGH7LQIkRZTOfZ1Hz/K5f3OqpqSXaqkK9FKhiYbpteM6ior+nlhXhSDNypRX6kyr22E73web6EZPD4qo2LlNkgpd0s18gyphyUAs0ZWDCKBGfj6FHDlB++Id/GL/4i7+If/Wv/hWuXbuGV155BQBw48YNnJ6e4u7du/jYxz6G7/u+78NLL72ET3/60/jxH/9xPPvss/ie7/meh8q7db6Z6xf71IMwtK5D0u43Up52YB9J1RTa874NaTwtHoPkVNGyIds82DZOC1gMMKjELpsJJ+8VKNJ4gmv5DmjGGhR0itYpXwYUeY1LGAIXcVHAlwU6TYKmbtXvbOqexrWZlmVarykAnelPFTTZdF6/nVIoBxBWXZdRS+cmSv9ZcJPftTdU4MwUsdoWy4xeNPNHShmXTLf5PkiskAfJPkaN0QEz2uqJMyfqps8+ihLtul33nQaFs+Wwc2wiX8XRsaeWzEWqrcQxNyPWTohG+PUSa9xkppl1+NVh/nKA9ZGZSy+t2rbAsQMa5zORdG2hDINuHAUnwGQHP9b2yym093tpHTQ9inRIgATZMdjyoKLuldHEKE7XCay0vih1kL999MgBys/93M8BAL7t276tuv6JT3wCP/RDPwTvPX77t38bv/ALv4CbN2/ipZdewrd/+7fjl37pl3Dt2rWj8poE8Jrj85h5hIA5q0dN0g2P237cGYHTuTBfBpe1mYY9ZgWmz07bpLNOlOVw0YDmSHeXqDAkzAAxO1m5TXLqSFaDrBpMTKe8HpxWbtQtQcjgxLw3p60wGs1SUVjr7Ia6Hg0PbtqaJ/+2E7ym2qaWimGBh3Hc1W6rtFqgZ8RniHd9yb6ugCljtWPFPt5YLeKXACDkMhjnWJayxMh5Z8hjyVeEfWDAy84O1wq5ZimjLs7U4Xk3T6ncG6dwtnGI7J5cvGeJqW2tWhuu/UM6qVffGEWQaVpsHpwoJDNshdovnVAC3QK1ouDYobAjPcCU36KvDs/Kr6tjrPE7qLuoI1e4U/8dvyc8bBeP1n8qwGqHkfpMlY5Rf8Icsp4Aj+KjZ4Gr5alqNVFgopkl8PI2ApR9DOr09BS/8iu/8qizPZimwmQGhjdXvjTUG5F7cs+gwgq5OjWLz3eA7J0lmk+z97QKvqkwt+3LzdX2qV3p956sz0Vu3qw8TPcirZxyMVvL7cpU1KPGCfDoFt+R8ky5W3CEHb/b9+bG/1wLUedXRAQTsA0B2+CwWjwe3/tkoUkWQEuOCM57jDFiDLvPaXkYiswIzIiO0llAs/vL5+i4cXDYnNtFx467qaBJ4e+pbEueKYuC+eKT01NO2ho9QJ0eu5I4l+/BFx8q0Tkw+LBUwMQ08cSmW25c72KKhk0QyjLOnE9JD3QeIM0m9ISfxbOnI2dMkKWjWBDrvHhsI//p+R8PM4LUKfMQbXPu3JYqrfIj1afavsZoC1zW7zWPubzlzaKa1y3V40Epg3Krk7auRWrJ+qnsaGBSICLPmWANum5PmGqUpIDJtE87acqykJSvXRbqTDMtjZbHxo5Ia6+ljUkL+TCMNqev1o0GnO7p15yMqds0A4iG1oKXkl/KUOpChE2I2IRwbG0Ops0YsA2hgF9xvtTxHCJjjI8PoGxCxDbI6nru0CnYBnbP7dZXZJ+OtMuzRndWVM+3O+tmule3Gs9aAMy/Osz00aiqPoulhIu1JNt9ZNfeHHft+QzNHqeglf0S0hwYOyaBLh9CPU/zdOLqp/zYr1DRAXJECzQHqadNK/CE6/HNkEMfkfK1wThVXqTxQBbl1lbYIxr0iQcox1I1YXSi7muxyeQnAQIorc07BrKFrkY4ZYGZmUDDuFBAURnQdS522cbeUqAAwKyh9kRyq4HXSNqI3Ua/Qi5raT+uUpjm1gClbkks1mdMji6vZ+8kzSlZ8FKzHNt9NkmL35SJ2iXkugZ1uxA4tzeZ7PVJZnSAk/1u+74ufzEZm/ytV2HD+ZgP2dWyQzq2Y7qdOCCDvAibGLEJcSqAHxFtwpgAUCddIsIYGCHwY8s/WYji7m2s1ZLPtG2rZTh1GqxM/DV/6Gm2maj5q+83z9fxPdqU+ukbDFy2iHIZXlGUO+Uz+3hoPW57c7/c2WUJ7T2/E93t+N1X/moLaI4XU71/HLXL6jaHlqXPh0Vo8s1LnHxgQ03LbZeKd00V7n4YkQmuKjxBpVgONdHwU8nuYHqiAcrEybOhMgmaFlL+yyzoM3ONbhrldZ3wRQBYiXaQLFBpZWqRv80wXp3bWeDn0a1Mgrtp5Jpp+anRT6jWYKhtnwztDQDiMtmmE7ytm5Q5X67LNvneEchVgQ5hDpMmNOCk0Ua4/idVzWRhmShDthtXmKnJjAtImdargJS2iMZAVcqaU5+2aVW3Di8r3dj3Yaifb69OSjf/Mw8PgnMO4xiwDdV+lkdC2h73NyPONyPIDdU9ZoZzDusYsQlpKeYYR7xDaTMGbGKE62yltkNnotFW80l5R1E8Jl04K+z3P0/VGO/zs1o4Up74qi1PXM6YEZDZDXTZs7WAqOWwFb6H+yVp+8yVXzPIE6XzTMtjpvcL++yVq/N+w68t0Oi/2Xva8peCcNuRVMWaEp+NFFl8CqSmHbWHhHftk5lVHLGEoA0woenz9gfKOJqIudx9h4O8Jxqg6IFGLTHKZLLX9lJnvDcyCwDnDtDfO1lhVyocgfi57IBJO93na1KGcdn2WAQsNwOU+/Nb3lftqQ5Xn49hBEDwXAatZVYtEzRGp1yXlhXBfLdFos4k3kVVdfJsU5BSP2vYeq5v2xVWzunigdM3Js9n9l0uHyQoVUB0CtfEGu9A2Oq6zb2DJQ4typ4HqP4JgJzDyGkZZDOGR36icGDGxRiwjozV0gPegXXykwNxhPMOgRl3L9a4fnrySPMHgPvbkA4KdB66xGSJJh1Y94M6CE4W1g4V4HzIcLKjuvxbrk2VhPnwCFoLQqhmd51DulxsufpOyaBVNCBAxigPTZ5Of2RZvgu4FDDUrK+KcK8nNYP6PKV53/K65qHZabITEs7x24pxmpRFqaoAQG6PFijsGRhZedpdWisxCDpeUYX617/NKk79QJMLQXf0HLfV+IkGKKl1dLK3g7xMioPxGlV/oOuzU5Bin1KJb4WMDAaqnz2sY6bMP8MCigK8Omh6Us+WERatg+3elMz0LONqIcY0zLxt9WTOS21VUm5arYLu9WSZtm2PKZRUpyRlbCwPCsqKBafeVdCm0C0Mlz95QhqAyhmBCVMlzdlGTyn9T227dKsz7c8eY+m1xSROTY2WUFt3Ulnss2WrrsY4EZZulyUhIeUVnIgFxbkEEG7eP8cL16/uruORdH+9RQDKWfBA8QkDknWQKAGU9QbXTlamvA9HzIz7my3WISIy4L3PFhobg4S07ZjBekYYEeDExdRaNytE3Ad9qQLmuQOrMl0mrBIzU7sW+L2m6p//1cxNttfMqM9L03MpTM/Wag2yqVxmEtrczXtlJJd5o3xtspGJW/hYt8u+Zm6547RWzbUmwRokcvWoFpzsz5mClbi9+m2m5JUmatps8rhp4AonJSbKKOMhK2tEeTdbSaXfnw8Sp+iJBiganAmokV351o9TUfWLEc4tE0k/raG87dFiOch9qpOiLmkloqpeq9afe3VMN0r9pjEW8ndZDpoXgEXgaN20HtPHWCpVRmuFnu1vM2hrO0quZFuhXF4VmjVkmRQnpzJJlVDVuZ4mtRB5UKoEuNEa5jRfq0m2TIsbMNh9e8I5es6E/V5ODpNsFDGbf2H0ytqU6UD/yoegTKcebeqDFaNGB00pO+fgvEcII25fbPD0lYjBu4deatGxdX+zReSUzxzoIHKIMeJ8GxCZH0nYe905dOtijW2MYAFiFiTlpWJm+Dy31HE0ATkN+562GZMZ74X5Zywyrdm0XHJ1/wF1OyD9nvax86Ydz+V6RwBbx+E5cMKYLKnm9EwuZJPPIHmuxK2GXmAET649qt+7qYUsFtjkdqier2VRNW935JC+zTxHLSCbQOJ6PDX+QgDyWE4+JSkNDa/vYOVU3akTWbGjJj16sgEK6spj8n06QftB1noTsXrL4pji9GOErRWPRFPtudxtU2/KyO3dTmfPCEajO8yPwD1DpLrbG6jyiQYAln4o37MGUJWjzlufmcanLZO0jrSBGjAlWTzLMiroWJVjwiYe8HdDVG5XTIdQtcscXspwbc8arbZA6+Cf8pmy4vzXIi2UscTM4BjBMcIBGAg49YSldxhcCu0eAazHgHWIuBgjNswg59JHrBfee2xjxP1xg5vn57hxeoKl9w9txYjMuH2xQXQezg9pi29Dzjmw9wgxYjOOWI8BJ4tkyn+Y/CMz1tuAP7x1D8NqhWEY4HxavooxStsFLACsHOHEO5wtPAaX+maMjIsQcH9krEPECGHsLm2N7vlxVcO0cZi3t3rXW+rdszFkjqEe2Jye/2PE5B7FwEwXAEUrL+Akj/TqestHpkCqBQTKXR5OUWlpmlqfP/Ta2oKuXRBo1yae2cMHZy1Wh/wuSseEbXJyC4iUOLaj5CgLTCMRV+Wc+XsIPdEABTgekU2oj0j6zzUZWw2h7/jT13z2P1We5er7voJS9+uuTOaYt2pLh7bvbNmo/fEwPdZBSzPCvNX2+qe4PzrtqbdToluunYBqfz6HP9FLv4aCCkxijEAY8czpEqeDl1N7yxKl5rXyLjEoMM63ATfXW6zHmAStWFAGZnBc4pU797EYBgzOPZQl42I74vU797BmxsI7+B2AxzsPeEYIEZ95/Sbe8/R1XD1ZPVBbKZ1vR3zh5l345RLDYgHvfbY0hRAwEOP64PDM6UoOEqy1fgZwhgHv4gR27m8D3jzf4K7EayG1yKRfD1HSB6E9gHvv88fN5R435OY+Nffn3z2EanCj3KdnufnS0H4F6MGg45eGVK3RUtsDVdu/9TsP3txPOEBJw+6Yyk9QJ2oh/WANqdtHbSrtVFNUWi872cinZJ61g8F+dpZih0nXZLh3EnB5sPv+1Jlz2qbTFFXapQSqE1uzyYUmj/d/l8ZuGRwarSsDyaqAD245qbWbpqZUa2+2uFUZ91H7fGfJp01Xfxd/m36Cxb8kWQDAEQMirq0WOB08Fs5lx/Nu/AYCHAOng08Cd4y4tx1BwwAgBTAbhgEhBrx5/wKbbcCN0xVWw/GWlPPNFnfWG9zdjnB+gHM+L/F0Y9yIVWIYBmzCFncuNgADV09Xk3m+i5hTVNrbF2vcWW9xHiP8YlmcY5kRwohTRzgbPK4vByzEN2YW0sq8OVt4AEvQZoPzGBHlbABHrr90sWfs9K0nabyWoGk0+44GYtP0q3tVgVQc1SLH+tllHjVrOalPd1YrYClxSse2Ype7c/OjNeLoI6Zekjt0+fJR0KE4p+b2vRTY3G1OwObSLpml7bNMzVhSphxsV1kLK215LKOchg2qo8pap2S7GyiHy8dhbab0hAOUwxDafCji2RfKV5pcku9T4dT+yK+0gsQMFU23DHZ9tywbpcPIkK+3qT2M5jU1Gxc9ZjKVu2vShaVwnlyG69SJp68dwT4pj0Ft0+cbEGL6yJ63M0/N+0f9NmA2W89q/aH0+4zw2NtdZnxUKVI1ZlLeTeq2+agqTUlNTbUxYADjxBOurxbwjvb6jChgWnjCFQwgjBJALcpyj4MbBvgYcHezxXYMIAJunKwmPiltv9qxuA0Bd9cb3F1vsInAajnkJZHKYbdq4uSs64cBbhxwbzOCmTEMDqthyDs3Zq2G6ksVI+6vt3jr/gXujwEBDks/VIzfgXFl8Li6GHB2YORckna77giBA8ImYB1jmmfG+bcWMDwZX7m85t8mp5132zQO5x7cWZJqUjrA36udXVUqXHjc5DmavtOzSOo7mWe2fIsPa5u9NKlARzkx/7Y8vjzUVqLDPw8pygSoTcuzq68z52TT9s0cY/mHMd1Bq/eqzfA9J+sj6vVEAxS76bV7v5ksRuZ1r8/nU6dXDXdq1oxNuWo4IVrNnjz0HZZvbBGsRTP5pTJr8+VZJweqJvle59Fe+4maXkR1sgjlEyur/DpF6PyaQC4LTqqXqLrZMiKgtmQRNw0jk60CmCbtXtmmv6dmaXTv9MfbPoFg7+f3TUK2zulvl81X79d30n8xBlAMWA0Oz56u4N3UKrGPFt7hmkuWl8/cvgAoOY8SeSyWJ2AmnG+3+PSbt/H82QmeuXqG0+VCZHFf0EVmhMj4w7du4+52TOBgtcrLKxPrCZmekz/OeyyXK2w2a9y82OD2/Qu8/Ny7sBw8vHOzQjQyYxsC7q03+NSrb8EtV/DDAqvFovi9yJLYCycDrq8WWPrjtlMTUt2fOT0B8xp3tiPuhQgmh/bww5a6UKRpx6nWvNvC3M7AOvsWHjeK2mz5+jOkAqc5QVFsJrnpGLfai8wxW8ZmclVl6vTzozwrap/BmpsvhV3XnEHBRdklaO/a/A6QVDwPwHeWEbUfSa6axRryT+Ux2AF7c3uKOBa5dig94QDlcHBRfvUEG3JvkNmmkdKn6t3mhUlmPDNhSje2kQhKZ9fPqsA3pdxhebDvzf3etxjWgqTuE3nUulIGPqwvJvmYqGe5fRT5cP1sZmjZJqxvNP0j0rwGNsjl7YluwyZm7jW3zITVEdUKAsuA6/TmmUdf/zpOYNl05s4B4hgRxi2eO1nh6nKA7wUTOpAIwOAdbqw87mwjQmD4YYAnj9XqBMMwYBgG3Npuceet2/AAvAOuLJfZYkMgrMcRmxDTeToRCEQYhhUWfoFhsZhnuqaKaeuzhP4eBiwBhOAxjiM+88YteAIGR1h6j5PFQhSAtEvnfDNiGyNGBgIIy9MrcItktXHeA+QwhgCKEQuOuL46wdBx1j2GnjpJVqv1vQuAPQitI+rkmEjU/bk/qkQvZEB9f05NaMmO75qD6Szs8pdWD+jkbgF3na6dY+XqbI1NNfv86NGBEyDrO1X6tRdJp1at0lT9oElvTR7dRfu7cOc7h4xmRvJBs3V3sGUuPaU8kEDpINEu991NTzhA4dlO7A/QdmLVLxQhQ1lbLSCjLz462yjMfe2sxpLCVnaVKc6SRm2pMWV+yPnFEEwwDz+wa/jMsbZp05R7hE60WdtMvYlawXcNKNeCM5Mu67t9JzO26QKVhUbfzUySSs/oQ3bUVGOiSpbr/iGa+O9S51v/fn9U518HaEil9VHGk9mtc+IIq8FhsWPb7iGk2xKvLgdcjBuEyIDs8En+ImlpZEsEjgEjR4zMCNsx7cCSrGMWKikAm/cDBj+kmCPO6bAppGPEINHUJylRgoPDkOzQziGMI0IMiJGxjSMuxpjnJSOdUMxwyY/FefhhAPkSkI0BMEcMBNxYLTBobJOHIE+EE+9xY7XArW3I+ajTLFMLaFvA0sXAzf0+sCjUe3sOGE85gJoRcnd0X5P+4Xqvhz2iw4KUYlFpZ8ThLd6vVdohx4yH2t3VTPPZmzv353B5uA7t3+NfrTSr+yezSr07WXruFLxb/tr3cQoYdQm/lbuUZR/l74U3p3hUJjLZEXLsyQYozEeb7CagYtegpylDOCj9RtRz80B/8shEb0xmk2WqffXdtS8NVI2Oh2WwOwrxyF5nbr/sedFO/Eqo1e2L8lje1pvAlElNZ/5c1r1hxPqTYVlUTzvsXaeScUnSAIyW7POTe7ksUm+GOIBGnC48ls49lPXE0ungsfSErcxJgmz95RIvJYaAGCNCTCHj2RzsRy4tvzhy8OJH4smVuCcCRmbcMQDUwJsEQDg5eZicQxxHxBDSVuQQi7WTNNCch3Me5Ad47zJgiGCwAK+lJ9xYDSKMH67tiAhLT7i+XODW5jwJcJ7aIXbyoHZJZ+LX80Al23k3J9ldQmlS6ntty7O1/Wcf2GrLdyjvt3x4qljsenEfrzWJ7Uhwl6/Vg9Fh427iXzh5jbp8qYCUcqyLYUbz+cHoDJpOx1H3mFnzRAMUS3OYvwYHPLlZ2TZEY5ltwGYGEQCmuSirZkK0aWh5J8XZbbJ9IDDWZj2Vz1Oi8qeHpI9ly48kmieQ+28usqLJUdqXqyW3qY+IpGfMrhKOCCW7eWtHq9Gn+BJFc1Ctf3I+Uq5H0wcCiJ1JYh/1+6NIcbWgEJIFgwMQtxFXz1aPDJxo/a6vFiAKeGs9ZssMOQLYYXAOPAzFitMoF0QET/qOy9fqsdMX1XO1yJYI2QINX/KPTVo5XyKA7HJgar8QApbEOPUOJ8OjY5uOkiWLOO0cIuLJfOt9txcLzupo36QBtebpmH2QrdCx44/R4ReNX80hI644CR9WnkY3sJlrgpP3Yv9y/R4OKG8jDyY2k5bp2kQnFdznMTRHlHlNSrafxrS+011VYHttel6UjaFjlWkbdVpti3azJEnax9buywagzA2k46P/1+uI+1G9aObmFzrf599sn90BAXYVxmoF9rsysHlFZpJQq9V0sjF0TC0f5PfhetWUamBw3BtT4h3PEDTUvZnQHQ5oa7Mrvd2lmGf4OwwMaR04RnhirCTeyaOkhXNYugjEkKwjIuzJNZqaBSdGQavD6U9prr0qoNF5LwMd1eZJ2mJiLtO5nFKJ4p8SYwIop0uHs0d8xhCQQMrVweN2CBhHBigFvbPqzsPq3I+LWj+nOb+nB0t7v7juH594DJfqvX9g+bKWKeO2Kpe9MGdaab8eA7/naH9ec4+LWtAo9VMObOFbpYRLpauFvNgqYUhHVhxIXzYAZZ56+LoGFdR5vjvMW+uDIkh7KrBBiTzJ2l6Ym0TlGRZYXNJWmDwzKaskCZPtazKApvFSmt8HaPBJoOi39skKczfXTP3YPt++P0+532Z5obkx25HHgda59rKCVUrVAQ2pjarJfFRpepBxjhFRHoN2gTLGmHbuIGI1PHwI+h55R/BiRdItu26mpLnN5E/l0dGC6SaB7ulYXK7OV63Mn+luINNH0ZxYxAzmiBBGLNwKC/9wjrGTEkl/XVkOuHe+wZajOO4mgGeDinXBKM1bfLUPju/qY+aHPd1JeacVYWUUti1Xln/M87bvs2a1jxPZ/C3/hLnXJm4tDf30a/Wm0x5UakzmQv2kejp1lApqflu83JRgrpTTMpYAi1NflGkKVnl3ZuJNFCmRJZy7o7i8xmqraUop86H8KYVdj4dDlCcboDSAQQVWD+3VTK1lhrJttpXT2YQlHc3KMOqh3x6oZeUut6MRtQhrGXG95NRoT520dv3umnzTjdn3bfUeXIT13jR1PnqpKs+4nFTuzcmkTt9a0FmzLaqv7q3ojvamHYuCeTyy9G1T4O47DXCmY8o517aMiOR7skAKFqZbfR8lOSI4AjxBmJZ1Kj6sz6t5ZDtYu63tdNTPtC5YExN29S7VMk2ZByH3FyNZnUKMGBxh8ZA7d+bobDHAXWzS8pP4olAZALYCu5dMjmjrQsov0FFeqqTrxq0e7ViRlSlXCs90K3W7BFoE7Fw5ejOpN0eblugs8e/S08rlxqpsBX4lSmpgVpKc4w+l3U2RqxqUgvVpx0iY+r7s4Mtk7tsAf3kOmD6UqZ2WScXKWBygJT3Zzq8+b9Es9a3DHxWAskdOx/ZaB4xX45Om47UeMf0RPJmY1L+vt/bJ5924/vGSreFc/ns1i4NSP+TxOeA3t3ur1mDKSbclgUn8DQsAmlQnG3oaqmRbewPI67LF5CmsrtkqvWtJw+zErrSb+kv/XQXPQCpDECfPq6vl/IsPSd4RTr3HXU5MycU4jehkyggUUdI73FEZIYDkqNohXRd3AJLhoQD0+o0+sKllru6mM9c4HQK4cO6RW1C0nMvBJwvDAU6IxYepCJB+wpp+m8Ku3ztowjyny+fVE9Sm2PzidlPutD8KsE83kgY/P/Bbfj6pgn12n55nns8ttQMcKnYu0KR/flH7jhntk/awhzH2t2xMBdzEMp3LIL5VsxsvuOIZmkKIEXashCDxuVijKsmzpIB+hPcu+5LpUqk6xYeZedyjJxugGGq6aWaqtXeKiNktOvvi8BhqB/qj1V0fLR0yfMj8ezg9+lrbfptr1104YwJwDqh9pcx306mf3f/UNF2qrh0LBHuJJ7XHg7B6DH4USp4Iq4XD7fMA5x8OYqufCEPD8qsA49r5khnOOUTSs3Ao7+LRuEa91muZsV4zCDOX4dQ/3JlCh9DSOyzi4faP6WbQfbRPIs+P/3l+Wu5zc61PNpjiNP/Owkz944gq71O09tHerHZoMA82Y6ch3DLo2ZlY4RL2CqBKkrr+J6ifrZsCMBDT3wjjU2KUrHQopp4k7uBAGGMoZZV2iPpyAOAcKGotXDrlW3bjDe5w2PFlA1BmdKM91gqevDxJx1hN8r1mZwFxccVlM/HS4Kr1RL1+yKRpFP2DRrzdGWSXl45ZVtmloVsQ0BXQk/zbxuXm/b7aUgR1Hwa0tXH5WW376RZGq1Gy6RfLFqj6PSnWTPqcywAAiMZI0qZBbanqKDnU+aujpgYt1vIj15s+JnM9MyPwY/E/yXlSCoamWpOzWmDTGLne9o/0TWSJUyJOqjEELB1JoDWHwflsmOHEY1OQN2ZsAyNEMluUqfi4UFuG5rcpC+tEjYyFozlD0CMjnVshRjkxmUoZ5B53+24Ksy3Nz/2+CG/nJZtPn3NNZlpbAvm3OCATly2srWCduM5xKRNpI3XRy3T+JJZTTl0Hl6frmVfGY91cKSXXXGGwMYRK6dRyJ7LYVch4XhbFaYeVnCQJInM0n7GgaaltnbIVRS0csmzH5DIotx9wilvEUWyVci5UsjZr7TlbrqIw6NLWXGE1coSBEg9I8rFw2WOV8y8bgAI0nYRmDM++NIPYq2v7U7JBhyADQZci2ukzpyNRNaCnZZuecacjYg+D2lv6w4gaxpHmB1dMYYZvyM8pI2kd6tLI5wqk2LvKcDQRZXmqkVUAillAex9plb6l6t2u2VleymNMX9PlJgI8SnC2STAiLUfFIOsvqj8qQ84Mz5SkiitRVNEuTZjvkb4/D0KE5CjLspE3gnOkyfYUWV3bJpj2EqYaYkgPM8PJEsuJI5x4wunCYeXL2ToMYAwRF4GxDgxixkbUuSjLPMqcMdm6bMsj/7LikgSOmPHItmTvp3aHkx0DVUHt7UypifXfIsB6tI9P6OF6mYfR3BAyArW9Y3lY2+6cAqe1s63iep11mgaWd8tTmlBi2cjw16UJELIArQNq1v4WCRSRLL+Vq5qGLTfJswSIs3jhGAUoTJqgtAub1AxrJ+Ezpf6GP5pXdX7ZLb8s/iFEDqDaGhlNml7BMKxjezllTceTtlTZbqz8VyAIAQ4OzhE4RLOMZxr1CD705AOUagzL2hjV9yvJ3vxOE2/+/iG/exPdFKkwvtb/oQUcDU0ZqRVtOnJ7CdnflNOqvdbnnjcsTetW/tlLVga1b7gcX8JM8qYoOe+cp7FnKIPRl+SPE9Nh3n9Pyi40qZrJ6905T5Zq+himrNFOy1IDqo1VEdwdC/ql9gUoZbPv1PgzvVRKz3nCZ0a+Z7Jnpjut5mMhIsCLNpYO3/DF9FsJAoD1ZG9GiY0CIIaAMWxx4ghng8P15QLXl4ud5wUNzuNk4SVdxvk2pHNutgF3xgCitKxFEhMln63TMGplpkG0yxAZ2xhx7fH4xlbUB9c8waC7epyrJ1obgU6rGb6hDtpm0HL+twy1qaAtPKa9b3OIWdAZHtFnlqUG1AZ9QI4TlBJ35VlOywyBGQHIzpsaByZEtcYla0QeksZLVcdPmmvJmdN7n3iMCP8US4cL2KUyrhWcOHJiPeQ0D2ydG6fgQPkYy4Ki5G7abSZNw6E8B4B0jDhXa0T5q4woaSMyFhOg+Mfo0g0rCjP9WPNjVO9VIErPuJJGjeJvQmLFjCEghpDu4XB65NPuYx/7WN7Cp58XX3wx32dmfOxjH8O73/1unJ6e4tu+7dvwO7/zOw+eoWm4CEwBd2t2eCy/C3OxgWx2Ek++HEi7wcXk96Qwh7zf0r7780/vfI5Nu808w+aJEkKtCGjLkLmDFvWnwzSvmk0oK+bqSgnBXifKNB1rEUBAshqE6nv6pDDvEaM8W9ehLlGVblOGZsRVH5tmBBCZwEyITAgxpfW4icFypg7nzyYw1iHgYhxxvtni/nqN8+2I9TZgPY44H0fc22xw9/wc98/v44XVgPdeO8VXXDvDjdXyKAsGAThdeDx7usJ7rp3iA9dPweMGF9st7m22uLve4N5mO/nc3464PwbcHyPubUbc3wbc3464t9liLTsRHicFZgRhYsyUBeWkfiITHdXje/cYNyTJEhe5Nl8z3nPf3uVqjHJzt5dKC5/KLOQs8OdyDAC2EhX4fBNwTz73t4x7I+PeNuLuJuDueou7m5AsbAxsAGxYPjF9tgBGpHOYmBzYOcCn4w6YCFE+bBo/gaFUbngPOA92HoEcgqQ3AojkEOAQ4RDJIYKEP6T8AstcnXwof1KeHqB0/ELk8kzpcQVDM5zFXCIFUc4VAOhQBhVhOqCcyjf9rx5nFiOFGAsQUZzkHehIJ/PHYkH5k3/yT+LXfu3X8m9vTvz8e3/v7+Hv//2/j3/yT/4JvuZrvgY//dM/je/8zu/E7/3e7+HatWuPoTQTxPLof9P0HqGnaQi10i5f5ureZMnnyPIlbagFIIe8v4sd1XWcW2Kw9Z9sI5z5nudY47czy6bIPMPFabIyKdL0TBxAtIlplXJZsqXGdEmP6aZr9aZCbtKymdDkumkFFkAm3ETbkKQ8urpDJqHKoqBrzcyTMqh2+biFbDoROOIiRIzbgAEO3gkjJy1HBEdO6+qiHm7HAMcRp55w4+QEN1ZLnAz+6AP5dEwSEq/1DHjyeOHsBLe2AfcD4zxy3sIPIK+tpyW41HZjTOUMIQq4io8d3IUIjNJPpCAiFbDUr1miyuHizXKgfsvzyA46VQqozK6G7dTjXO4d4rZUbS1viAE4uxxsBnGZPY21hLQealiIuWwxxiTY5RNiRIwF+MO55JsEe3wFyf/J4pDnLDM4oDr7qAQXFFGcG0WEMwGgtAypbVO7JpZGzcsrbNu6xCshDuWQWn0XMreZ8nxXnxZmgyMyr+AyTgz/nMY5N3VseUdTD7uMVcZVze00Dw7FLhINcmFwwkyUDgY9lv08FoAyDENlNVFiZvyDf/AP8BM/8RP43u/9XgDAz//8z+OFF17AL/7iL+Kv/JW/clQ+dl0vC7jm/gGJ7KVD40XkpQfMgZN+ZnaCtunlyVGNpVbv6AEZk+PMqNjlOJvWEym/rwg8D/J2uSpd3AmF9Jp1nclKYoOLSq9Ws75yPi0TtF8DmmmzfV2uvMXwmFyeFqCgua55T3BeVRjUDsTVerZlzMp4zD3JTQ87650tlJKsfgBIJvbInJwwd/hiPAxFZqzHgPUYERwjUsQwODNPObdtKRsjxpDAyXLAi1dOsPIPd4ihEhHBA3juygn8xQZuE7Bep0MDW8lSIsiqNYMRQrJqXIyPz4KibbPNZwQlqesBOSpAhUVyLC1OzmlsUJ7+jfWWReOv2lpqWuHifjvz5F4RcToDS/I0uw3cEnW+TTWFMn8YAkICZ8frLVgACoulKVkrWaOWEsFzU3a2c5LgSJYgOB0vwHn9Ni1hkJwubWubloxgHK/1vnFgzdeK+Cb5G7VCWejrQjOXymr1WdOQPmVCWZVkMJnlD44FbELGA1cNK83cygmu2jpHxlX+zEU5VCCkDseF+YqtK6Zxqf40yptYxi4RpXOxjpzSjwWgfPKTn8S73/1urFYrfOM3fiN+9md/Fl/1VV+FT33qU3jllVfw4Q9/OD+7Wq3woQ99CL/5m785C1DW6zXW63X+ffv2bQAF1FbdUE28+nd7X+moNpuABTQ+L2XNnw3wLvoNNxla5DyTXUa0/YdYGY5Ncy69RqC1MUHS9Vi9WthRudJdR6QyIdPP2ru7LUPa41Ey4OZ+brWJCSQx727Hdfq37zTNE6fNqjCw48uCzhqMzEaRzQyyCMLyJFf1lR7MgsZWN3J5HlEMuiQssQMy2n6TQsqzDltm3Dxf4+mzEzwOGiPj3mZEJC/m6eKcCi0zgEhlF0EMI04JeM/VE9xYLh5LtNaBgOfOVjgdRsRwjlfWoxwOmNbflbIggks97QjkCHcuNhjV6e+xADvg9sUGN9cjVqcOWyYM3hsQX5ykiXT2yQKoLH85iENn1da1L5buMFFZlFJRiVQAW7+GNJmbFfvoKS3V2+r3YdubM5+2ikFEOl5A/YDSdUYEUrRdzZs4+RcRQdyMkjVC2SxD/EXYBCRisUAwBsc4AUAu5vZIvnJjriM5hwjg/jZiZADeg5jhFDxGRoxjwkBUWlwXT2qn52KB0H4qsFHmP8w/hqGotSytMEk0aGbEqO+Vfq+xiLYxVx0W2YwXxSlGJkRxHiv+WtIHVDsAR9mmXPhM4Zflk2tmaryfHjlA+cZv/Eb8wi/8Ar7ma74GX/ziF/HTP/3T+JZv+Rb8zu/8Dl555RUAwAsvvFC988ILL+Azn/nMbJof//jH8VM/9VOT6zU4MWgw/8ZUiD0wb+mlX3pVRReLYMqyDmSfntC+4syLn27pTD77kZlF7lGC8SQHsHIUvdUi2vzmSkNAZgB24vRrQoVh5WPmyyBPAKeecF0hbNMWRqDLIp0n6vXRKp1Ua13jrfHcjonVAWIGcUm9mh7JQie1FevShDIJNS9xsjAURidb94yDHoBsFdE4ICrQ8n3nsA0jXr17H+86O3nwqbCDtiHi5vkazjl4T3CexArAlbUshY8PIGYsifE1T13FyfD4Y41cWXi8/8YZxjfv4dYYsI0RzrEcLEgSHTM9m64xnPO4fTFmK8qjLiMDePXufdwbI7Zw8HAg57GWrSccOUfiTJqoy0tlSUCX06pVU+XIORYMYNwLKAlO713xYWEWS0K6kLTgYvWalLd73e5wU8t2LTDHHG00xdCI+VkVcol3RhCiBPpTgWn5BZEDcyyROB1XE4uhc00AMAIcl7nCzNhutyAGzpYeX3n1BNeXvlp2aunuJuBTd86x3kZ4R2DnoDYUli3xWZkA54Mqk3IVs9MooAAy1VGVE1t2yimXPUCpaIUba/uBHOABZkKUg2+mIlDzanqMGosGqwOyhs0oihWh9l9L+dfl0rKq5meHSZQluGPB/SMHKB/5yEfy96/92q/FN3/zN+MDH/gAfv7nfx7f9E3fBGBayH1ayY/92I/hox/9aP59+/ZtfOVXfmX6UdTE5i1VPY6hPozggjam+RnUb5FwN3W7tmhT4Zmc9ebB5RXhmoeK1XaKdjNhJJFxbaAUjApqdKwgxKRi+1pWhW56vw9QssYk3wPSpBs5aUkjAzEmhuWcABmTlMXkZQtvsZckBUPATZ5EaQLp2rtqk9Vm6Vyuur10A54yoiQYpGwAQLojRJiO6T+Fe5Qek0Yw8JrKerEyAua0xXYgxpWFR5n0xWJWjSWxrIwMXOhhfQBAKYiZRpPdbEeMIWLwj/ZMnhiTc+w6RJD30ABOee3dapKRgRixdIRnThY4GTw84WgGdgwRUvpL7/DclSXWd9YYx4AA5DNGtGh2njMB7AjrkJauzpaPzsKj4//N8w1GNjsqAIQQZXdTES5EhBgpAxTFAbpYoM6PMcYsJCNHIEY4R1nzdq44OTogLwkwkACliZnRFrieFWZ+CaauLY1l3qlaoBaroPxQQElq6zR3WIKD5UQ1Ry4p5vxDzgZ5hxvp8wxSi3AQ3sYMhADECHbAgrBzSZGZsSAGRemPGJCszAWg5JpqnSrtKAHAEu495WW8YEASe6Q0s+WaJYaIcpFp38wz5xhV7kgpU4bIy09sX8nBDgr7UDUzx63huvtJ5UvM+cRoH2jLevgcf+zbjK9cuYKv/dqvxSc/+Ul893d/NwDglVdewUsvvZSfefXVVydWFUur1Qqr1Wpy3U6DHhF2O+VMlw4UdNRToPUfaEvBXIZO1Q0Nfsj3uASvound2RpNt/E1QM+q8fmRGs22QzoywDHi6jDg6eWA1WMI5d2jlLdoOJyE/siMkdOOj/PAWEfGhhnbCDA8mKJMCAUnVBAGYDGjfCEzq5s+lV/aLsUbPt9BmazSkdlMKRCOJYq7ME2WbRGtk2rZ0CxWHVCVG6MwCYb4GMTUPsTp/Jynl4Pp3U4QOvm2Zcb5GHE+RjClQ7uIgDEK8IuMMUScbwOuULJwPCoKHLGNjC0znGG4eTu51lasdB6MM+/w7MnisYOTlp4+XeLWxRabGHCfIwhegsNp61LuciaAPOF8DDgfR5wtHyHblCWMmxdbBEYKES7XwQEOjIWDOBhK6USqhMA5yJd3Zbutc8lGIYtUCMn7CI4dHEU4uIyCCepzkYBMSroG16Ws9kfxu0gWOwUonEFTthCKBp/icZiYMlwAy8a6cXDyMfFEGAAsveF7XOJ0qBLgFJxp0agcjyAtksacAp2CebB0OMgiRgBOHGF0CdxFMDw1CkUW3AzvGvkS1XmU4VwCgZvIaZcPa5voklAUHGE5BMQiXIOBUj62jCCDkbwTLDEoKMIsPLS0efaFZE1DHXRl+dn4lWTEZICM+gPZNPSZaWseRo8doKzXa/zu7/4uvvVbvxXvf//78eKLL+JXf/VX8af+1J8CAGw2G/zGb/wG/u7f/btHp13r+elKW3kjsju3q7uTlLJcOsgSo8h05tmcoAqoOpBSVZJesUzZS4Q/o1mYx6ri9pxFMtBJAz1G0bAoRQH90tHuvEJMwvbN9RavrUcEApgIzqU15xKkSPRHnXhqopa7yXsuNI6hOtHL8pygh1I6nkaLZUm5vKO3yGz7LPFedMnPAanMKAyt+D5w7l8tXkTEGMZUdgdcXZwcZO1Yh5h20WxZTN8RgdNW3u12g3G7RRgjvnjnPr7ixpWdsUWOpfUYcLEdsWVgqRoaFWEv4gzMATEGPLv0ePpkgavLxSPJ/1AiIiyI8PL1M1y52OJ/3F6nuahC3iXrT4hJsKddCA5vXWxwNjg8fbp6JG3GSD479zcj7m62wLDIwpJDxIIZT688/l/vuvJYDnd8J1CIjPMQ8Zuv3k3h0dX1kxnvWjg8fzrgK69OldMvJRERrp0s8SdPHu0ZVp++s8br64A7IYJ5hNctvwRxOE6orT35u3bWtpCaGpZaRzdXfgQwvCrhjJxP2dlm0EXFMxstd6ILFyDZHhYIJOtgju58ID1ygPI3/sbfwJ//838e733ve/Hqq6/ip3/6p3H79m384A/+IIgIP/qjP4qf/dmfxVd/9Vfjq7/6q/GzP/uzODs7w1/8i3/x+MwmWGBa8cqqcFC7GCsIdbLY/WqfuEGrzUs2ZJgFRvb9yhLD9a06r4KS++1R3klxMlJ8DuvF/k4hR8DZwmE1LPHMCePeGHB7O+K1izVo8PDwyTQKn6wFKOdBOGO+IiDtiABy05TqKqTg/uFilSYA84NLWkiQJJo2V7bBkgghebir6dmx7VZC4Ggi9TI4RIwhmZLDEf0SY8RmHHHrYo1IDkyUYjvEdEIu04BIwP986y5OFx6DO8Vq8WjYwKt37+P18w2cH+D9kFR5VdVEQ9ew9Y4jnjo5wfVHzPSPoeXgcG3p8fyJxxcvtmksiS+KHjToQWDvsVwucfNijRUR3nM9YDn4RwIYbq83+H9efQsj0knJqqWGmMDproPxvmyIGWG7BQ0LSPNjO24xuogQvnzrH2Pyw4oxKUMQ66mDkxOtka65soOnpezQSixpFJ4nDwif4QnvJ6OQVTuG6hRMXumvc2pJKQ6wusyd+aW5DwK8gP633Qfl85//PP7CX/gLeP311/Hcc8/hm77pm/Af/+N/xMsvvwwA+Jt/82/i/Pwcf+2v/TW89dZb+MZv/Eb823/7bx8oBgqrDXbPUz0LCtk7GSA2+vLUIJPuGYRQDixrMAEjrzAUnb1kbr3rK3BigUjOpL2g5aA6P1g83b6sj1kwxNkRNGJqj3q7SU2MBMAPBE/AQElo3Bpj0nAJ4mMrkULV4sUopkkDUhWcRFhfD+QvxepiQmEXFUGc7srOA0D7mErwNbke0aRvuiI5LRYvf2OTAUTjGLcBC0ScHDlLQ2RcjGMK7ORc0kydE4sQAR7JWfbeGkTAS9evPNS2Y2bGrfM1bq9HXATAD0MW9PkZJJ+KGAMoRDx/usTZYvgSW+xqIiKcDB7PnS7x5sU9jMzJWuIYHFiAbtpNw7zAdhxxdwz4/K17eN/T1/JW7welW+drvHHvArc2AX6xgpPAYEBaww8xIMYvzZLr203MnGMTcUxLgDEetnX5SaV8yi+XJZliGaas2CpRx8yel13yU0Vxaj0TOCdYNnEQpmPYVWjIuAdkH8raWmJKmPxP9HmtR3lJFLrD+/SRA5R/9s/+2c77RISPfexj+NjHPvbwmXFtTZhmJg3JRpKAc0Pl/pbeyiZoI3mmyadOVvCZvZ1VqdaEzSCzCDabvKtymhMbpiaRGnDYBxr/Es14V5MwrLOsiTz6DuYDClROBo+ld7gyeMR7a9wNySkTYJC37araAGegaNeJQySJCSLgzJgh9RmOgHrn6/hQGKG+Crl8SOvgOXqsjg0qzmwVqAVjkFNBU4bCPgRccUgJhDEgImKrA/EAWZjKl4KlpXDbqf2cdyDZbukIGMMCr59vwGBcO1ni+mqJB9lCq9tAX7t7jrubiBEOSz9k7piZW0zbRhEjlmA8f2WF0+HROuk+CC28w7tOF7h6h3BLtpHyaHZDkcMg/DoOC1yMW3z25l28cO0Mpwv/QDt6mBmbEPHa3XO8du8CGyacLhZwwwBHLgloGZPxy1hAZ7IMiNW/i9P86+w++XIhrWNkKkutMp5051P6oc9Xb+dvefeVca5RWabz2e7iqea4KHG10JiqzinpomnlVScjz7LrQSveFHiV1GbbpKUn/yyevcT1V2PxKD1jR4LZttclRZ92I1Z9vydNuLnDzb2eALJDra3KtA7Imj3n9cX2BarzYEAdP99eMXE4OUq7MN5//RSfvX2Om5uADTs4CtAYBIy02yfI+S46NaOEKw8hXQsiCEKQZZQM3ObIaABJ9ZBw4YkxxHzaCFIkSgUoRsikJZ6ISOKpkrUSKXtMIekBYBxT98ZhV5l6xaQcM8UTFcdL4ry2tDxZYLsBXrm/xVuffRUf+qqXsDARnw+lbYi4fbHBp2+dg4YFhsUAIo+yiUhBXnLOPfPAi2I9ebvBCaDgEnj/jSv43Tfu4t56C/YB3nksFsu0Zu4o7aZaDNhyxM2LLf6f197CB565gRunx/tHMAO//9pNfP7uGucRWJ6cwPkFnJjBmYM03tvfPo+b8o5BAfFZoyfKCtSXLTHnLeRQR2OUuV6mR1F6DpkyRZpNZZDe13g4xRdyT5qECiy3yzUWnBRVP8mbxHdLDCcbd2gfffkAlFkN08ABai5PLqbfnDVmaxbrpWuXB5p7uTxJ884DjM3hX8X92VhypvWpte/6sbZoZr8IePIUHynp3rlEAF66kgJvfe7eGnfvRwEFaUkjnT0T8+TQHUNJM02NoFs6ixOasbbJb5K/bNMRjcCu+SqYVDN1Cs1gxhC8bJVOY2Fwrjr0jCiBGjjCwhPGcQs48Z2hIwGk5h0T+GIEDEPywpGhnYJIeYfIDuch4v/3+dfx4tVTvOt0hXedrbqm35w8p/N1Xr17H2/cX+PV+xvwMICGAew9RhK7nwgcByCGiBsLj3etPF64unrHid4rywHve+oMp/fX+Oztc7ilLLUwA4Gx3Y6IMcVEWZ2c4pX7W6zDLTxzusRL189wdbXYa326t9ni9sUGX7xzH39w9wLsBwzLBZwfhGXoDjDl9H80QAoA4Y8Z3v/RqLZ2b/Y7inkM5aADnEIKOAVtTACbEAKShFMLSsfa3vIPg3um+rl9rlnGcW46Hu3OKHlpcj/vJBIfq7fVSfZLSdq+ALoDusajPdJh0JoVjJUFHUBA9fPdHKi9W9YKSe9n7GMEI+UVhf3LPU3ZszuU7lnNuETTruv1pJIO8IV3OFt4XB88Xr13nnZfeA9yHpF1ayOQbBac8Rmr0yrkvBYi2S4cM1OA/lWNgMQAQSYNkt1YpDEC0v4eirWfD0sJwATHEnciypHsMucTkzGxEGKydgwAHmwncHIe1sPFgk6WzCtc2g01pDASt7cR8e4Fbq+3uHWxwfXVAqeLIe0skPKNEor9/mbErYsNbm/S4XprBhZyQnCOPwHktmRmDBzx1HKJp1YDFkeer/O4iSj5N11fDRhjxJ3NiNsh+Tgl12tdnnVpKZEcAjPujBHbexc4345419kKVxYDloMXB1oAXPyB7lxscGcz4t52xJ1NQHAefljA+yGt+VcmcAg4ppbff9lRrp4zUUizwrDfYnB/s8Wrd+4BIDk/h7LCRzoWlc9m4Y96KUKXNhvWSh1+qUdUFL8RZB4jt7KKCBQfuLwVQv3qnE9LomLBjpxiHuXyTepNeUzonh3lMsqHquUhie6qeTtyxvdD+Z2W2SztmnxbgNKLX2br78xWdyBZThSg2OY9bFdsoicaoEQVPJnI/AvZ8VvvkrH3i+A2xi9uRilaqwVVA7ayTsxRE1eFJQ1N10ybLihqn6ySNvdLqK/m0boCNR3ABN6p5Iiw8g7vWg0I44iRkrZLXuWwsYCgNElU5q86GwHe2J6A4jNSxpBMaiQBVSwjGkdBdukw51FpU9SD1Ih0R5EG1crxKHMALcgSEBxhQPIZOUajJEJxjJVYKFo2JXYODgM0YNS43eKN8y3eOt/gjXtrvHDtBDdOVhLAKjGnTQi4vxnx1v01vnj3Auw9nPfJKdb7LGSAAuDSj7S0866Vx/XlMG+ZSS/u9St7XEtDp4PHUycLvDhG3L1zkZxUjUqQI7PKSX6bcYvzzRZv3r/AzYs1nj5d4dpqibPlIkfP3YSIOxcbfPHOPdzZRoxE8MMSbuHhhgHkfAkl3tQTlCIaJ3+iR1tXPU5gnzarStV2DEazAgpD2cX/5pUppSjWOMrWzHKEbh0tqE931xt88tWbIO/KobRWEZQ6tOH/q7nAkr8rddFYMMQ172AUXzH1b4xszszi/JTwDBIHdJeXmp1z8MOAC3YYUZZ2JoqkaTkNo594eQk9b9BXnqdpx6DxOXGiZEUDpppAfOkcHSl7xxetBmRcXdf2qZSyaHb5QMeZtSgfRk80QBm3EWHkEskT0ohUT5oadxbK46l6ukdz26/MG1NPo4qSJlYcLQFUiLbkU/IqqLNMkWpw6PsCucX7otbEqtKqFYHy7+Q5oRtlnzxaOMIzZ0u89/oJXtsyLiJy5HxGkKc8GJR9Ujgkywq7dGgeu3Q8us/mxwQSlIqISkJ/WCRzfpQlJBYHW41PoIzLtr+s3mQNMQLYCvjwjlK4E2ZQlMBTNEiXRBwtnUgiclIESewB9cwvGo0DvKzzB4ZbLECDBzjFpfj0nQ3irYv0fAwmbQc/eLiTUzkrRuPSOPGhkGMTQgo25Qk4AeOPP3MVS++wrybbGHGxGSUvTITJwjucPsa4KWeDx3uvn2IdIr5wvsXFNmIYFvDOQ1VklrgRnga4wQMh4s4YcPPWBQjn2RwfojhiOweQh1+u4L3LRzpAwGMEwPmcJYiQToLv3mbEZ9+6k37nADpFc80cRMwFZYlIuEnFrjhrzR944ZmDdlAFZpxvR/zPL76ZNHi1NmqSMPyGS77ypeaLAvYrTZ8IAQ5+WMD5RRbW3mnk5N3CbD1GfPH+GouTU3g5NZfFt8MJP0xJxuwLpkseSeMnjBGAt9PMmX9rKJYAvTiNkvD0kE6doqBqUXk+1SWdZhzTOm46AgKA9wTyHgsB+vlsHhPywQIFlkN3yi6bKP1ZJJtaK+CQnOJNSWzcrWCdj0XnptyZCi7a1rY1MzJJQJtGz2U0u0Il/Yi6rIfQEw1Q7qwvEC+WufmVEXuf1vs9ErN3YkrXHQ3aRCrQIYONpKGTEOcMalJXFNFPpqtTw8M8qVQDmVhdai0zFuhYvE6wA14nt102yikSSzRULb8F5O07WnoCs0PZq3ucIPyDm3dwd70VvlO/q9uXlVmoH04Ogy2M0jvCavC4erLEtdUKJwuP5RHOmgoGXrx6gls3L3AeI4g4T8AU5TL1nyMgcICGYFdGGjkxs4BkCiXnEGSbKZE4mZJL/hws53hQAjyAaB8pIagfgb6rn9z+pnuZGTEwENP4HONYKiY7GC5ixGvbgP/jM6+CY0jLVhHFCVd8ahjCuJxDcB5ucIDEK0j1g0q/3Mtpm2PUcFAgN6SYC8vUPgl8WSGR2sf7dFZMHmBpYmWmxjEihC2WBFxfLfDe62cZnOzS2LdjwCu37+G//MHrwOBhrZkxptgpL10/wze8/NJsGo+CBkd4/1NncHSO1y9G3A6yZRtIzJYAuAFOHI7ZRTlsLmYQACJ4ELxYr5zzInyFqxDn4wAIBsCC5H2P4CJuh4A7t9fpMDopXxp7AeOYzrQhCfAV5QwtDXevWrUgF3BMRzeeeYevfvGZg9piM0a8fvcCn7m9hh98OsMHAHM0PgkKyIvWTCKMIUpWjDnQvZRJKuxkLPkUD0cBVtp1st9fwXmP1eoUq9PTLLhDDAhjwFdeXeG5syWeyY7MNd8MkfHa+Qa/8+a9vMyG/CQVO6ic1JvnMyTmCMsyhgO+7sWncbbwfdDHwGv3N/j83TXujbFYHYmKAkEFvGf+ZICcWmkIAgSULFjUJZe8XCN8XtezVEHiJsIsUDuxJq+xrHAxUMaTyVgtO2lsCfQR79vMM47UrVp6ogGKHk8OICFJcXh0LmSA4mWyOgkXnczoDuDkMeCoQIvS7fWiUOogY4HR/ucaQNQgxUSKlUla95k1Q1YQRD7i18DC0lQIsgUedXuUckwqNCUdS/ue20G31iPeuL9OwEiD90C8tkEYI0tgLpbzPZDBX4yJoTsSrfh8g9PhHDdW4nS43O90aOls8BiIUc7IKNDSTvxsSRBwkYBczCZMBsOrZiSHb3FIIbqzBiZCP4pGo0GIRO7kdImM1UQECKDr11Q6UACMngrKUgOWZ9YANls9lyVl4CQ0uAKUyAARgzzDDQQavCzvyCF4XAPdfBAbKAtOvQeXtv+SEy2KdWdbekqjQebQ64YpK0gZCHj+bJkixS78XnCS2owxMnAvlHTV4585wjGwfcy7TrWeJ97jubNlCiF/vsWd7ZhGknMg7/JyjzJ/IgefAXnq5yz0dO4qU4cIbeNz4MU0r8M2AcYE0gLHvGVdCokAQvBUdoCAwOrHIZYBTY8R5TDfESeOcP10Ifxl//zahIC3LjaIfkhjSv1lOADCbwkkDtFimdQaUqmvIGQBeArU1KeO4MFZw1aMd2CPwZHDtcWAs2Xa9q0B0J49W+GpkwWurfoWtxAjtsx46Wwp9Sr3GMaXT6wUWbmVboIqXzHixskCp4NP1pKGmBmbyLgIjCshnZHkvMd5YGy5zKvambUsT2vzUelVGSfmeSuY2HwvF1DGX6vgmmUYteJAN4ukZyNYAkkmMGqnofZVOpojFba3EzYv+cTDJ/ETDVAiA6FhCiDk+BKeEvL1zstBWWmN3ytAIQEpMhgLuzCdKz+9BxyXAepILSqUn8tgg7kZCAkcFUfNNAOdzaNiTlyd8aJbwnRJyGXkS1UuDoy8xdgAJ4IFUeUf6wAIRdQHkD51dxvw1jogEIG8Q4jJcpHW7h3GMcXIiDFmqxZEAMSYlg6I05kb/mIERcbTp0sMjnD2ruGoQFhL71K7cCxLGMqEqd4Cl8GegAWNH6DX9STgZPFJEV2dc3BwAmIoRYDkcoJPMtFKe1NWokFUzh4pHu0E1zCyGBmBOYElAlgdZskhurRtF+o3IJlkU7NDdoIlouQe6yR2rgoJRjktWQCKRr7NzDmyCEIS4YMc3ZYEgIJRfCaU0Ui7ZvAE4Org8dKVEzx1ssBhPagJEZxfAINLcUF06+24hYsB/hFFvd1ZCinw06dLLL3DGCPubUZEkLSHlxOFgbQEV7RLykuISVMmSmv7Y4xZy8zOizFmCO29FzO5qjYEogF+YHhfrFh6HJQLAyiEvDstlbtYkZmNhQ0RnoEwOlxZOLx04wyHdEpkxjpEvHm+gV8uxKnXSdTkAC+HDxIcPGLW7JWTZCuqNCrr2qvMIQX5agFE9fahlKwZ14d0ptNqcLJ1N+LqcsDJMG+NJSJcWaTTjEFlOSzLAaNtVNDBABTVGJc7DhsEkgL1/NkSIVuXCK9dBNwd05lj5MRKUwRJzbOplkvll6rB+gybRm/fV4UmVvxHcQSb+iu/zJ6NXDzq1FqnbVisw4l/9HzEateEPyIAxbsBgxsS46eylKACeBMkFkS2zrIs9TQdbbUTALr6SIZDl6UiyhqkRgJVQaRm9wI8Cup2DDn/gKqxZs1vqdTiXJWxj4CLqI5eXPnx2umsh3fLkirSwXW2XjqUk+8FXAJdybpU7w86hNaRcR6B6Ac4N4ApmVe3cQvvPYYhHfalWp1UOL8fxxGIDO8cBu8Qx4Db24D/8oc38a7TE1xdLbA4ZAsLpdgoJJOPmdM6r5mEYRwxjmO+jwwySxAjDTG9DSNSfJSQzcWD91guFhhk1wUR8qmyaj5Xkz1zmNQ1tX4aKD4/J9oJs5z7Uqwm1sEXBLiFy8tiBXiWdAkkkUdlO/QYyrvO54ioaRs25fZXq47zXlwj7Bp1aXvHutXR8L6ypQkAI4QRCzBuDB5//OlrD3bwpIwVcgO8Xwjwc4iO4MIW7gFitTwMXV14/LGnzuAAvHIecC6rOGEbsik9x3VQK5rzQBwzuEpA1iFSNAEDUa35E0V4Lk6VcD7ruwDEL4Gzf4tzA/yQfKC2YQtm3QWWtHNB0mlJMESMzEBkLByls4QOqPt6DLiz3uLNizVWZwloMqdIzsCQfGKIki8FPLxTkJ9Kvg1q8ROfHQngF8SniUBijUrveRkvMYTcnnsVFFEiTjzw9MmAq0cc5EhIjtGn1x7vmCIinCw8ThZ1Pnc3I+7FkML5G3BSHM3Tc2wdC5W41CHLCKFiiS35t61oQYrmlwBl9qTNcjEr/0hh+D0ZS7QBpdZJ3qab0zJg+lB6ogEKhwge07qrjQSqa7JuUAaSbRv5WHFtcF3ZC9m6UShrBKop64mTFKBh5pWJJKsKCY9KGqhzqgkRPCuIrUFMMhtbrFy8vxWp5wFkIpimDlcNlkSocD5jJqeYq0rZIuOkfCxxPVLAsuPbf4zAFiQMUTRA8ljQAsPgkEy+MQtWtU6k+rnkFKdTLDNxwjgyPvPWHXzVM9ex8Aee1ULJTEwxYL3eYgUHTsFIxGITsXKEhXdYCRMoe/LFATGDxrR0g8ED8Gkykx5Vz4ArDFYPXCQwnAtST8ZmjAhAGifMCEzp2HcBUeRdZisiO6B6UXomIHCyii0QcXUhu1/E4kNkx4WE32eHwOmU1PuIIJeEewIVAoKcADEdDIKWE8NhIO9acCCRoKzjR8ZvUZgEnDEDHHHFpVOX33vtFCeDq8DUoUQyRk5OTgABcmBg3DI4GEfRLwHpmB0c4X03znAyXOD1ixGvXmwQvQexAd5IfjKqb3gFmiQzbgB8FE82Ma9lZUq00wC1sKRTplNd1WcuwjuxnuallJTXcljkXWIpzQBwOloAHOFissytPOGKRGM+hG5fbHD3YoOlcxjAaUk2Im2NlvZxBAxgDK4oflqXQU79zavw4ya1KwPkPSK5AsgEvBfh6DAVq1NK4zokUMO1UNxHxzz7sNTLS2ZXCtpIRSkgBZv6HMvyiXgZcpqd+ThUnZZOFQaffdS7ZXDOyRlAaYOJggez8Se3fVoalPeaPmHhIXa5MA1D/V7zqeSCwThmQ8aTDVCAvDSjzq0kVgeLvvNfUVtUE4AZNGmZxyRscylGGYDE4YvrEVAzY075ZCEICdCm4MT4RUA0MPXWlbJYcKLzNuT1bmF+CsoE4IwSKbXl4cwpwJSuX6alr7TTIoZkIYg8TED6XpLBpxYlrwJUltY4w6G2XskCoWWKupbrHQAP5ojbmxHbA9cqtS09JcdEBasqAFgY9NnC4cZiwDMng0xqbREVwgrUVD2prT5ZEzGAl6V9c/9LYcZYwGIkwjYmjfR8DLizCRgDQ3dxqDkemr70dYwhHZg4EN577SRbcLV8dkuv4tBNYNzcjLh/vm3ArTzBURXaxDBcAhjWH6LKhozpmxV+CeMKsoOJI55eDXhm5fDUcsCpgpMHEQBE4jBK2QeFo27pLF3zpSKtw2ogPH2ykGUNwisXWzD55LDsa20yveiyoqBXuXmmmMcL74n2WXmemLFCxDOrBU78dG1fQS3ncSxp6VZPpL8LIlxfDgeH5z8ZPJ65cgLn0y6bxHtctiBq0EmnfWbKrqI0sj19l/O4WkfgjZGxYVQgLwGvckbNXsVJ/RoUnD1JpH1D1oIv40GWS5KCpf45AgrZyDzAaKMl6Wr3TzvmsiyaFokKJ8vKVva/EYBCaMd64UN1ger+exB28EQDlLSHDJXJwCiiFYJUbK9Nr06NdWeU982cyv4jCn4YuixANsX0OOsT6oVNiZszZ4fJ7OikuVMpD+UhUtCpI40XkN5w4pyWLSpJGmAMMYOnsgyZvnjPhpHEpO3EBFA4RPF/OLL5BbV7cYD1UoeoE8jMoAK2jBmQXDl/hsWaJTtRzuNxp/gC6hBtel0FqlgtTr3HM6cD3nf97LiEH4IUMG5CxL3tiFtrQgzpiPXISOvyCk5kbDgHxFHAJBhXvcN7r58cFP/j3jZguL/G5863hZmgMDk5xjT1v0vn80QOCOIIrEuX2WoIADmd4q+kS2CIAQMYz52s8MLZEqdD8cV5EJKhDIB1c5BomNaT6u2ha6sFVoPH6eBxa73BBQdxUoXhPyJg9JcI2ZitichANJvwkXbgFXAozoaydBhDwLWB8eKJx42Vn85TY3nYRWWJ+rB2vCoxXZ6/etpmmBlmYaFT0KRkhS/Jvzcvtrh9d4OLmLbhaggGna+s1uC99aJqyfuJIzMGACNHcpsWuWJlXG4V4R26wK9pZYdXq3AZapWHqTJRlmNUAbXls0nmcax6HRUglK7X+R/D1p9sgJKJ8xHQQEFqaklQy5cyaws4q7W65m++LlYP1VCimOoTAjbQR+WuNaHmSWzMYPJx5jtYvA6Ii29WFKAjiGkMCZCk3QFOkLfuKDEHQkk5dBusB0AhHezCpEHDICeGpjXqUDmqHUbpGPCkLxVGIY5vclgdkS4BlYJpPwUOUL+MYUjB1oK4Ai/d8QfJjQyMAEAunwWTBKn4ZYTwJT8dlZBigZwODqfDEs+eLvHy9VN88s27+IN7a9zdMuAHuGHIL5D3IA8gymo+HV5mFXJhjADZPi0eDcwky0+x7EYSQetklwqLpcUxwTudS2qFYYzjCGy3uDY4vHx9lQDUI2ivlIPDGEJaokISrAvvwYPLDsdvFy1csqT8L89dx++/dQ9vrkdswHB+KAyZGON2W4Cn8gMqigkAIBYFg5kRZNcYKC0dFUGd5qdz2BGF99G3i1qyDkv7uGccGBxCOm/KDdkKrEsEannZy5WErxxzQu47hdRTRJf8svJqlTikIeFbpRYAmr6prL9Ne2hLFiOHWJojS2gOtxcM5jIxctTeyFx8hqBKKGTpyGXl8EHpyQYojHQ8OlOe/Mnk6NLWPEWUrFp6zDtinHPZ9yIC6Uh1FA0mihnM+bLEwuKn4IlSOPVYkH56jqrngJQgEeVzVxgJGBBRNucSVItAjjvhvBdZYM5oyAHIVN/i7F+RrRVGk1MjkSMHr9YZXXLSJaIwSls9QPNz8gtgz3CeoGvpRA5+cHkHCNThMpdNlmCYsgDShaAoJu3nr5we7WR5Po44345gn7zl85o8EcIoQvZYM9FDUquZMDMGR/iqd13BU6cLfPHeBr9/e537nJzDdhuzdezY0qbYKhHb7RZjZPhhwGK5hHdexnVyGAYn5+S07OYQEOG8M9p1suToTkudbCxAL44jPnDjBM+fLvHUyZDjrDwKMRmZ09ZtUIlI+QjSfRSkmuG15YCvefoKXj/f4n/eWWME8hZcgBCp9F85OBGVlZRJd7KkiVLVktOOuBiTw/MoPOjt9pt4FJSdw2NEDMkSp9GY07IjxF8BpuFm0kJS4ZKVMuBiO+Z2HJwXh875NEKM2IYiQFtLRp0TzX5fDvNb6VVGhKixRdI7gQFQ2h2oPie9pRmbov0eWN2RSTZFWNs8qy4haSWFBJMyylJy5QeJznOlPNnZlYucARpLi/J6hrmf+vgYrv5EA5R2B0weOAR4cvXOCHmWjQ+KLoOoNU0dJivJYLPQAeOSwIdZYtEBxmDxFUEBTZCohVlo1mhU/1inQy23OkBquGTkNJL1RhFqjIDzskboIIHGxMRMEWzOVAGVaH8RyOu9R4vDbOmJkNPxskVEmqVoCEA+SC9ZgbRPxGJEDuCYTo0l4OnT1cHOfMypzYMGg5IluUrDqJv7bSPt95PB412rBSKnc3BeO98mAdcDi0cWWgOwIYyAI3hx8gWQx0uWl9JEjsuutBJMDxkkAwDHAAfGCTGevbrC82dL3FgORwXWO4SK5q7QKEOkt73/gNSHnoCzhcczSFa719cR9wJjywwghU1XPNyb7+qErG767MwyWpqcaVtyzNPky45SDBFlxKwmTwDIwno/5E385uYmgm9fYOnXaZtxDHju7ATXT5a4dtJ3tA+Rcftii8/dvJuiIaPhzeaP+pklECXllyU4MOOrnr2B1eBn/XvuXKzx+r0LXMjuOj8MuD0yNo2jNTDFZAzTNGRjYhnrPyFHcpVb5f3J2OmDKM0r+TaKD5jWk0vguOzzk1csprt37DP23Rrc7acnHKCkv+0WJkaySNgYAUW7o6KtcJkIOkGK97Jo+VEFLcozpMHe0tKKTYNNwSpfE1cC36jDkdQiLT+oGSwLcfF1AXLAdicWkGwbMgMgRg1sRdVAAnM6OA/JGpSiYEL8TvSjkui49ldgp06oxL7CiyXcsZZDX1LzX5RjTNOHOGJBjLOFw1Ony3xeyCE0huSzooHHYqWxosT3eAym8Ael08WAp0HYBsZr99bShubALVvcA+d1ArYGZMSamagwSNt1lcEkQK/StMQk1qBZ6R3tn6eWDl/91JkEptpfqGor4lyhqTyXHGQB9d0CIM7w/RQUoBZu3WRG9hiDeUpHIczf1x0Pmop3DteWDmeLAXT7HOFiRBgZAQzy6nSu5S57RVktvmrNlDKqPhw5BRrTqZOjWH+ZgRQFcKmOJdBj4bPYO+aJksL45ibijc15Bifjdos//kyKsTQHUCJH3LxY43e+eBOL5SJnps7LKqB1HmXQJIqYBoTjEPDS9StYeIceVGcAt87X+NSbd3BzvYXzA5arJYbFAsMwwDeOz0U21HqyKg1TY0dxjp4omrrMyMYdQXlJZa1BnoMpAKWDZ3UJSGlabtw63k7aVuYSG+VXDQrHDOMnGqDoYYG5eUi39SmzUYagzFkfSyNflzryMxxB+UwRuxtEXheJnLahajTJhKLVnwNADrevAyAKA02D20u8lqIRsvyjgcnS8lOpQ+RkBi0HT2m6wtudA3FAjGmjYtLOBASgrGMzym4RtTiotedBlLQSYluWDWQvdV6XTKYjCRqWgjtpJmGMcv4Ii/Up4IwinrmywB976gpOjlzeuT9GjDHtHvAaEA4iHmIowv6dg08AJN+Ur7h6gv/7jdvYZA0O2Tp2bK8QkoBfrk6gx5szASOnZUJyBO9TZM0xpJ0+eqZO8mHibEmpB2nEUwuHF88W+GM3WqfJ/bSNjFG2NgZ7wzC6LQPrEBPA5BJ3BZnJ9YkB/MHNu2XJlJCZIyH5M737qat7y/jm/Qvc32zTFk0zTlSLfP7aFZx1opJ6Aj5w4xQ3llt88XyLz9wbsY3bEnUVydE3HTyXGtQllWGSlvYfew8fASJG1PgS77Cx+7DkIMuIrkSkVetf4qd0wPCnHN138MsMLrbrC7hhAcz67EgZyGG1XGJ1cgKrXTE4RwC3za67MQHZzRkCYtjKNv35DnLOYXmywumwxGK5NIcjqvxRp7kdNVXQZqquFAETO6t9REGK2oggOqMFZOaaHutgz/wRYKHD0HtfgZRUB1V4yu6VuszHD+AnGqBYcEGE7JRZrVk3lpVqyElIXnIksQLSM/kgJTEzM9dny8SYwjyDKDsL5dgZkG23JnSyB+XBoBptFOckRw7s9BwNSJpOChvLkoUAICKHYfAZ1BBRETAh5PoSIQU+Yi2GWGRka2gIAbqO+KD0x566ghfPVgn4mIPgWPqkLPnYG8htn/xPgIX4yKy8w9I7nPgycQ4hBvDavXNsAJAvuxx0a2pkgEPAO3W4D47wx5+5hv9x5wK3xwBHEjLbOUB3ihxByh6cH5KDpoDeYk1MgJLZbgdHkcqVZsVgDnjflQEvni1xfTF/GnFL99ZbvHX/Ap+/eRd3tyO2svVaT1rWGDlgiP9Nio1BfgDIg10ZueMYjD9MTZEZ//kP3kCg1GZOmGeIAR7AtcHhxRtX9m6v/eyte/jDO+e4P3I+rA4CcsbNBb7lfS/hZFGHMyc1fwB46mTAanC4unD4r2+e54MCmZA1cHAScoFqrTmGaE6sTen5wYMCgBjw9u9herTEAPQYMFZ/QbM8kfjTVAhOSCwofrFI59vAJf7mxsonYu7lwTucLoYUEFJD9wvCJSo8LKUjR1+oPIkMPzic+QWuLIfd1kQiOD9gIGBYLNLcROGV1mqS28hY/50qw1wU77wrUhsNBWhELj6IBecXi2SZ4yXKNoAsz2xckywHgeqouJ6PCsMaB4zVkmX5nQ9wfDb0zuTYB5Ka3Cz19merINe3sk8KJ23ORQ13rwy5BLAB2zDkxiQZOTOnbK0wgpGbsqR4DrH4BwA5zgOJJSjKemwx65VtohnBynVFHhY0l61gQI7DQOXNnK62h9SlmOEOb3cAuLEacKbREY3pO1sZe/NV86GiLWoMhUHPgDmCE0dOEYNfu7/BlimH00/bs106T8M5BCLc3Yx49V7ZtZLXR6X8kzLOFd0IJfvwQITlkBjetdUyx8zYRer39OzpEp+/v8GdcawnMJWJfwxFtQgyFcVMho0uiVCyX5kQ7gm8Z4NjjPCIuDoQXjxVf5PdGmlkxjZEvHF/jTfvr3HrYoM3z7fYKMgnAkXKljedUwPEOugcvB/MkhzyOAdKnJCWzgNjlO3T6owXmOE5YnHgfvVNBM4DcD+mXUMQwckhYAxpl9guGpzD2QDQyQIvno54fR1wHkICWkQoAfFF0VH+Ido6oHNHBZD9HFaH9Rhw+2KD1+9foAQ7UwUtIby8vG0FnGQoek/mUTqXje80RIShHL6hfJFxZenx/NUzrAZ/EJBloF6SrATYgaOeADHFlDKSCtr51xwRri4X+Kqnr8iJ3LrRwsxtq2Q1lvgE8IGVHJ+yr7YlzEI5Xbz0tYKiaZwbo1LX1pzmt221KbAjoJJH1t8MuqpWyoKikJdiNj46nfox56eawj6YRfiJBijaotoweSsko6wfJtMK1JyqS0B5C5uc5jr4dHZJ3oYLOYmUEyIM4GqLamCkbaCEHFadVOhJZ2g8ErVmJHCSNGJyJIcIi1AIAUGBRNRdOoAyMAeHKFuQ0iFwstQEXe9TxCqDz7mcv2GLkkMSBpEYgC5NHSsCkw/F8cb+R0eMFJzuznqLV+9vEfyQNF9ZfvMSHdX5ATyOuL0ZcXe9wRfunAPGikRA7aimgMCAKbkMgFEdYgcA0g8n3uHKcsAzV07w3hvAleXioNDsRJRibPhkSRoNI2Hz7zHtEmLMgd4IYu2TTxSg7MiDyeXt+F7GDyt4iREnDnjhZMBzZ8u9YIuZsRkDbl1s8Ptv3Mbr9zdYh+Tv4heLxMS17QhyOnQEOIX/98MAPdcmmmqT2A+sAtiSG1LfOz/AD0nYuBDgYoRDQB8t10TOgeTAt2GZ/BZijAjbLRyzjJH5dAgJpFxdEN53bYl1vMBmPWItDlHpnJI0LlM4GhWAKEjEWLlEEwIdcQzFxRjwB7fu4b+9ejNt03Z6+jAnNYg5R511ekYZKKEEn9o5RsYYRrEaa2RrZN6Sdp2kIx2yr1xgEAe8cPUU11ZLrHacgaOk4oopbV7IAIWbibeTrJhOfha1xXE+De8IN04WuHHSP0zwkRPVehBQQEu6vXts6VKnnYd544FRwjPIMxpV1qkEmDoFDJ0sZxVWyStGrsptQXWSKJSj2tbJHM/NnmyA0mh8AKChxTkyvFOcDzBkTVO0FdUUFCWGGDCIiRDMiAFp9wurkypB1oQSI0U6dwYcweTgWM6BQVlZLtuQI7ZjyHoHMyNuI8IYMphgKWcqe1TwLpUCENM2UF2vdZQ03xhjikmhhzeBUhyNXOYWjauTL8n5OwyKQ/E7eMLorfMN/ssfvonzCAye8unVCsKABFCHYYkQxgQ2mZOjMJWlvMH5zBwDx6I6mnYp5/gUTSg9lQbSeQx44/4Gn759H6/cuoc/9RXP4blJkKt5WlA6u2iMjG3cgkN4oCBUquUoECFy6TwhOeKdIScwuwKyCMBWw4WDAQ54Yenw7rMFPvDUYYHtzrcj/uDWPfyfn38N7BZYnp7g5GyRDookn8Ga6t0+BAHwacwmYKIWrlQyZb7qHzPH3PywgBsWIO9z3B3vPSgGPZlgP1HyESM/IHAy/zsQghxhcExXPHe6xIl3+Py9Df7LG/cBT6BhQLJsOqmL1ShFe3dlvIUxJF5AONiyyCy+PJRi6/jBY5CDDbOJX60gBnCFUcrjhB8F49NGHlHMcIRk7tTdf6nZZHl53CK6xUFHwSm/Y1m+SD464k5MlJZBnLV8z5CCJq1LbtK2fd8BZORNtZOumYeWFKfGEKH2QyfhAcoumSgQvETQZpOeHrvg4avmUMXeZqpKmH2mPOvUVNatXgiiYquyr1Y4GSdRzmD6owNQZB8euaT1VFubkHxJssZALu9+YXFWU4sISdduxzH9Jki8lHzSTjZFpgORIBazNCEiKxiRSU8eIYaknSJdD+OIwQ/ITkMU83ofWLE/skBszfoMhpMj54lF41FNCMgOTdmnpmFoOVy4ALoYTNscciDfO4iYGfe3Iz715h184e45Xl9vQctVAXlJGSzt5wjOO4BSMK3CDrT/pf05afaDMNyo1hVy2e8gSpuNMSaLAOn6cGrjEAJGv8WrF2u8du8Cq8Hh+snqoHqR9C/Dybhi8UI6vn8SBvPZnOx8YeAk1gANWQ4QYhjBMQWycwScIeIrr57ghbPlXiHBzLgYA37vjTv4wt0LxMUSq5NTDIulBBUkjJHhYoDGt8g+UFr3pELkXRggl0CNLIEFHfMzbRGQhLsbBMQzxEJ4DENUayswDOlQNDgHTwPON7utJ1Uq0l5XFgOeO2W87+oSf7BWH5QEtkgjCAOyFANZAkYev07Ot1KgOWc9aqtA3mOxWoEHL1YUb/iiWERc8bcgIgxLriwPw+CxkASdqP5bmRNRtlDHmE4w9ki7RGiRQNFhPkqUdhcysI0C9qPuqw4IHFDvG5kh4b0ksUQYybdv0+5ee5tprUE2Sc/RKeYUs/guf+V+XgVKY0bfBYvLgUwJtYAWS3oi64MTY0zLq9mqoS4LeqHIm9Y6UvigpCWsszgdSDk1lheSQUCtsemdCEDLc/gGiEcR/LGi973vfdXA188P//APAwB+6Id+aHLvm77pmx4qT7WOtmpObnt5yDqg5QPW5J6aNmOMxZHVTGq1vCB9q3YJ6ft6pkLSLtIyUNppQ/IM52UdJyfL5jJpe6QMpm2oi8BiYUmDMeaBo8/UJkPzUa0JdqDFHFUW2db8zqYQI+5tRvz+67fw2Vv38Mb5FgEunSAr7Q/Tzwr4yLaxOFJ6P8APQ+6LFKjMy8m+Yh73Hn7w+TkNpuacL0JennOyTOEXC0TncXcbcG8zHl9JRjOgj+wYZSACnpz3aflDz9IgMsyrWBzzyzHipbMFnlrtPq7eZIVX7pzjjYst7kXALZbZmgHDtEJM8ybFJzI72UQLZB3TVflMRjvbIaXIeSzraD9ShxZlwUnf+gzujifvCFcHj6+4ssRKFY8iHurVnFzOpHTotEwCAoeBEyEiwA0+j1EWoEW+jNvJx4zvNDfM/JDlMz+k3+R9EnaypEZO5oj3ecl6P5XNAnlLKsoyHle8d19KWVcrlk0TNO/tJJUjtzZj8mEiKnxqUjcZr2y9e8jwM6rqmpc8zf08p83csc+q5SvmNi5/7SArs6ctYmnTekxm6VI6pDxZy6kj2u+RW1D+03/6T2kPv9B/+2//Dd/5nd+J7//+78/Xvuu7vguf+MQn8u/l8sATaxtKVo0pE+LmW9ZWBJSmIGYoNjCxmOi6dzZ1FrsGcueTOM2GMTF81UR82ZYclQlbrUd8TlSAOkeVVtR2WmbOVtAK18oTl5pn9buAmOzclUpvntUBlgQT5ci373yEMkbGvfUGv//6LdwNjOg8huUCeVcV2XqiTBTn8jKY3reOauqQrH2sWjhR8o8gcuDA0Ki43oQvV0ChlitPAC+WOA8R97eHri8gW9MiR3g3CN+pmc0xaWkdvfga6EnAtu7pCIAo9xwcGEsEvP/6Ka4uhv3HDYg29+mb93E7MKIf0q4y8QUSaA8gBeTTBQ4LuAHAkRzZQEAAwfuhKAh5Eu0QVtI1Eyd5ol1vdZJp20gtaw82N04Gh5eurPA/725xa2RshXkzjEUTLCenlzkd5RqLknNsrGdHlLcnM8cErGX5mmHGlQHukNhO2YEeKlDSbw23HiR6nJd7DgyPARj5qOMpdKkjhGB8tUTRK4r97jQy0ImVcHYa5uFtZGmMpKRejBFvXWwRhkXyPRQLVPZBYrWqM8CUV1HssMvLyVamiPzKvF1ibVW4nsuc0AhL2VKm94TPkFhK1PrOnMqY4XnRx2Eb1lpb1A+TOJcqpZX+ATB1At5FjxygPPfcc9Xvv/N3/g4+8IEP4EMf+lC+tlqt8OKLLz50XuSdyAeWc2dYohNGERjJFyNqxEIjvKyWpoyIA4q9LD2YGb1ldiHq1s8oE7doWJEZYbvNZ0kAEuAJJQgTOA3cYNbgdQeLls+WswjEsnzFQNI4LVBpzUcZjBjIFgtz9M6DONXnnWQO3UVL7/Ds1VP8r1/zlfj0zXt45f4Gr66Ts55uM9djA9TkmeZT2o6tXC/GtCXb6TjwZokwcH6P0uNp6+IoTrUCSHMUTCLlLUhZybo601EHHrK1AqjAeMBTRoggwCSZ97cClNL5SRr3RHxuwpi1nmsLh5fPTvHU6eIg3h6YcX8z4ov316DVCdyQtlCmsS4ll7n5zILwrqXHM6eLYpkxUmhk4LWLEf/3rQuAR2QuKekooN5FaflWLTYRFBjDgUeBsIbyZ/HfEaYd1ab9gLRwhP/lmVP8X2+c47VNQBQHQp2vumNG94HoPEyHfwYJ5HiYFSWNe8Z2jNLP6bqT+Z76u3jVgSNCKHOfKJ2LBSP0vR9EkLJ8opyIThlwOtkNxrkUB5SV9RwxddomWUL3gPgRqQI6n0ZylLdzJ4Zgzn95+xAKA7i13uCTr9/GvTHxroHKUuEoZ22VY03Se8WHUZ50thZl6V6t3+3WYHv2jeXpDAWF9W4htXwoMHHC9JL4kDRDRIhiDaZ6eVDP3GGZ5x5U1oGA7BMpLOYoeqw+KJvNBv/0n/5TfPSjH620/F//9V/H888/j6eeegof+tCH8DM/8zN4/vnnZ9NZr9dYr9f59+3bt9MXBQxjyI1JSIJCnabshCFF1yTMSywg6bjg9JspOVESy+m4AhwiCjCJYDGZize0FsyRxLRJwMkZTWkx+MxgY+QSil38jkaOGDTAmtRNS65NN8q6fbLcEOA1XgqLH4SO3Cg+E+prYzg0pUmscTEYjHbt8p1OjghXlgP+2DPX8NzVEZ+/c4Hfv32erF3NbhwLMiDfnfMABzDHtGOGk3Oqsg7K7K4wZTAwEMCi6UPWlIkATx7DIMKB046GQMBqcEdFwwUl7TEijQeOMZ3pcqSnbLWMEAMCp/N5/KDOa5zioECEPhHSluSIEz/g3VdPijVpD91Zb/HJN+9gdA4Ls2Sgy5DEEQsE/L+fOsXTqwVOB4fBWLosbWPE7Q0wbkcATmLrUFla5VK3lkLU5c7CcNUpNFtr9hE5kBvgaUjATtowgmWr8GHJVEmKILg6eFxbEO6MjLshYPCD1IkzoFVLQAwx79hjSif9xtmaN/lpG3CA4wGeJZT+uEWgUawhMVmoQkCQD3M6m4nUksHBnFEpuw7HIMvKjAU5kEQczu0cRzge5hYHJiVV3xuAkqN/brPE60ZHlbCdI2akpUSx/EQA7Dy+cL7FWxcb/I83bwNBNgTo2LPLGdmCUDekFe2OKINja2Wrd85ovZJMWIeIdWRcRIAWA+C9xMUpsbqs1UGMGYhUfFQYSLxGd3CiWFP0XB8KlOZKMYxImWKeM7pzjHW5AFahguRFUDVJre+qPwREA4j6zss697zzxcdMQH7RQ46bRI8VoPzLf/kvcfPmTfzQD/1QvvaRj3wE3//934+XX34Zn/rUp/CTP/mT+I7v+A781m/9FlarvjPhxz/+cfzUT/3U5Lr180hBvxJjSgPO5U4vJgY1eQrjgNkxEJUdWeNDAQl2vQ5A9vdQS0ZeIhGzYrZbcAWPAJIIhIy0KqEDUULOi1EZOWcGSAZnWYtmMcbbtpB6a51NFFzd0aToTZmK/bydmsYxpBPDE+HUWJ3ubEfc3HJy5HONSZ4IHGLNTJgxIGLlHa4tfVrOgAIUAFwEAlkjFJdYHAWgJD+FPE4iI4YB1xYe15bHTTEdrlm7xPF9o09bPyoNCghhjiGEPH4JwBgDrjjgykAlts2+sjLjfIz4wt0LsFPm67L1JMaIU8d4fjnguZMFrizSjpI5SqcepB11DpwAvlZmnyYtKqjF2VmcHNh8pb8pd3pO7gCwtou8Izy19Lg7Rty+iGBv+Aysb4D6xhWoHPkwcAKkYIfPn50gUvIPceY8Fa2bWhszINIdgKqQOQfmoVgL5ROjL9Yeu+VaQDxHj6uDx2o4xLlVhJcG1gOgB2SC08ntcdh/wq4UPAlPCXapyt/9kXHBARRj+kDBCErcH5nwBFQARbBOGgERuR3BKsJLpOMsG/RdCbS55WQBIvHp0aWz6pR6qvumHWWqrBalA3l0ZG0cyEs107fraOj6IpuLRp2RsZKe03iloqpBwwNYPqptRWoUqNqwxAMTF2GIQOt2Y48eK0D5x//4H+MjH/kI3v3ud+drP/ADP5C/f/CDH8TXf/3X4+WXX8Yv//Iv43u/93u76fzYj/0YPvrRj+bft2/fxld+5Vemw+FEYOhSiKJL9SDJpioV6KanUgC2Yj0oW20JurwDiMlMGlXRNyniNKbQdECYkWbFoIEYYl73z+VgLbM46bJqVPb0X0GrGfQTQrOxIw2Csm0NOYR9mQhEKqCQy5wBHB01ZjLFalaaG3MytcdrqPpzkNZuXz0ZPF644tIukpvnuLkNCCMV5z87mZThcoDnFIDs6ZXHe66e4JnTZZdBfClJLVripVGWeh6kc6jUmZnhB59PLM2O4Bobm5MV8tqpx1MLd/Ap0pHT7p3XL0YsTxcFnABitQlYeYf3Xj3B9eX+3R0qXEIMGMgEZTtE82J1+o4SpVkuU3/YdZOQ90tOKr2UOT/Y6NBx9czJAvcD43P31zlmkxjnZQeYCDoTYC0iWfkOXKXC6WLAe28MeO+NByrql4xSl1LZ1gykFXM5l2wMevjn/jHDovSlg/Qgy0/JEhFkZx6JT6F2ofrPFIEby65O0iX5CN3xOZCeVpzejyxWNZmxKU6WvCtnLaXlVJe293svwT8LkCoOxSzHhmjDqCZqy1cUUj3eJVt+tB2sVQi6FEQZiNpYT/pofk+c05N1R61JJio7U9mEkd9XpT0WwEpmCUlqVxStcv1QemwA5TOf+Qx+7dd+Df/8n//znc+99NJLePnll/HJT35y9pnVatW1rijv9t5XURqBoo2k55KgGkVbUI2kLGc3k0CYWjBLBI6Ss6RF+kWoqhOuywIhJ8vJOsIh5vyylq7h7cWhSxl40N0MMiC8gC7nXNLOOcU+scVPDpoug+qET0Tb8WLey6E7y3vOESA+CceAAwC4e7HBJsQKVXcBi1Cl3SoodMn/5uryAIfMGSIA77l2ijcuRmzCGvfCiMEts6XEKWhnxgDGuxzhTzx3DdeWCywONf9/CUi7LMbkJIuHWFbQ8eq8z/OgOBKmwIEhcafEwELAe69dxXuvnRycz/kYcBEZtFik7aXG9ycixai94j2ePzvQCV4AeogxbeM2xyco2J5bxB4Gn0Ldi4YbM+omiSGxn9LZKhGBkg9DchXR6M+zWR9MN5YD7o4RKzpPYf9FoyZK/CiIIpRiHAFhO6b4IlF24B7F2t+5pFaAEAPGiHTAHoljqx6W6VQg7k5Leel23OKp1QJPLT2eXTrTV9pxxepgAaimr9cs6y7vo14m7PC4IsjlliCI7GSMYlHYMvAH5xEajlNwmklL01ZN1IAQk5drym/j0tixQiBExByHRIFHflbaJ840tt3gRxzzmXG2/XQ3Vm7rfP6agpNUyAguR8kcQI8NoHziE5/A888/jz/35/7czufeeOMNfO5zn8NLL710fCacfMit2YqBtCNHEKEuuYwxIuh6PItVRJYInHeIsgSQBgxp8nnQ6Tk4wtOTAxMVAJM8qDl3toIiNic4qR5ESO4jBqrkyYOcFozJVa0AqXJ6sJQdT4P4xOTlImJwdJKrmhNTfnltkiGObVQi6x7S7PL3d1+7hS/cvocxpj3uTgRKNEteafJpJFDJgyFnsZQlpqV3eO5sheeunOCl62e4slwcBZgGR3jf9RMsPOF337pALdqSAH5m6fD86QLvu36C00HD6r9zAEruazEB6xA5ViypJcIBaV2eJJAWkGOgJAVJ5sIYcTIQTge/N5S9Jd027JFO9nVUHObGGHB9IFxb0N4zcNqy65GXbMbrGIJYBntvEUBpSzM8SZTWmOfiocEUcnwK1uVj3SGC7IT/UESElUuOwn+43ib+4zxAvl5OgQL4mLV+l/nFlwsRAggBSWDbIZKtyQekEgFsQXAMDMS4PhDee3XVvCvC+KFL3Kfd5az5dIiM+2PA5+9tAPikHMJlfjxJU2+QesYVRTwpA6roubIUGIvflbWUiF2llCwXTMY4OJ92T1D/n6LcqM+laLZ5nAY9ZwoFRA0OyOfPafwidWA/Yho9FoASY8QnPvEJ/OAP/mDyCBe6e/cuPvaxj+H7vu/78NJLL+HTn/40fvzHfxzPPvssvud7vuf4jIzWXsSrNgrnQFrJbBzNaackYacph0TPOFWFJuoDnGKIhdGxOtmKhcOl91KwNtk5QiWvvEvIWC/szh41lUHWERVMTPi6sc44VzMzPU6+cno1qIdtcCjnkkUHxdFK63UMXYSIuyNjjGrBSWVmdoiBs2WlrEWm8jCnrc0agChGhg+Mkde4PwacjwEfeOY6Tob6YLY50ol2bTngxjbi1K8xChBSX4gVIp49WeL508XRfiFfMjJLjY4on6Z6fDoCPguSTuMJqCRB6pNkrTv1HsMBZwdNiivDjNTAgQI6FwRxiD2i6E3Z85xUBaSblsQlgsA6KozSKgH7KLMTNr4gjDx2H9Z+QUhA+trCI9zfJACpwfK4DmevwRcjsxx0+eUFT7R/cnxUZVemnQ9p82R5KuH7PaWt3e9UGiliG9PRJlm9lR2E2VJhTT1ZHlXiDogKVhL/i5w9SNJ/UVxd86DRGEiShrJ8Lpsm0rwpuxPzLtRcHlF2gHx8gvJXu6QE0vhfIpNliarQEYrnwU8eQb/2a7+Gz372s/jLf/kvV9e99/jt3/5t/MIv/AJu3ryJl156Cd/+7d+OX/qlX8K1a9eOz4iShsi6nTSfUZMa1gsQCUE8kElNdS4dUCdRNlMobglxr2e0UNqFo2kGNV+ZZRiSdUZiifwZ9WwXEcJA5ZvCIftRZwsLZDCphkZEKeIsihalgylGcwqyIzlxNT2ngkUHDDNL9FSSZSHOR4WT2hRDsRA9CHk/YLFcwZOus2q0Uk6h/VXrI0gkW0h5USYec15TvbPd4M6dC7x69wJPnSzx3NVTnBxh5VgNHlcWHtcGh7disldFOZPm+tLhxbMFnj39Ep278QCkGn8alynSpno1HZyG+YQoJ+SKg2zVjixmAmFGp8sBw7HWpDSQy1iVgcp6VACzGcc4uB8jKCkUTBng5912MzSGEY6XUiiNGQGJnHl4vciAmyIgi/XxYckT4crCp6i9EjpA+QA0B7Geep+2hqUI18et3T8RxCrkkNtA619U8t21zo6+me8dvnzwthGnrdAsfoHKA+1SSraaq7CPsQQv5KLsMqGcq2PAeLJiM6C+h8jTNX0nu0HCOj1zjouUrXo5SrkX8KFBFQtIAesBu2mXZIzFWq7bknP1jrGMP2gb76IPf/jDueKWTk9P8Su/8iuPLJ8whipkdjpbJveAsXKkNWqN9BpCzCAixuSEZgFKjFEiMZZohH4xIORtZilSY2JkySE1mbmT5/s4btNOBBEMTs8mMF7MQZBBjrsBzhYdZH4lGpzkG9TbHpSCUlER+kGjyjIwaByKGNJEUKCVzdfFOU+XhY7RNJU0yirIwS+WxfqDdHibFi77gmhwMG1jV0xSRIRxXCJstxi3W/zvn30V3/Le5/Hu62fpZNkDaekJT594vHU3iHWMsCDCn3rhBq4u/VEWgreDCCjr3cJzjl6GIhTgrQGrIPFOkACLVxAEB44OJ0daT4AkbNOBmmkMZcApOybubiPuHhGoTsvORBjHAL9wTZnmwSojMU5n+M44BvA4YpBjOPdRiro7YPCLFDVVwUoM2D6iYeMALGWepGMI9NRfyhbF1O0pXk1kQgjAGA5fgn1SKIpDLMcRzi2RHYP5gDN4emSMwe9YKqbk7IJQAPEUyNudRfk+Q/i5UTjTnZyJ7iq0aSWZwDnsRImDUnTvGrTU800tKlYmqdUFSMZa3e0UczXLopIqK2/7Es+XitScrEsbdseGynj9lHsoz2SrAyBhKBN+EI1NHUsDxxTkCGXbJmRZB6z+HekkWhDBDUM6qRXJHBZD9gKB7siBZglklGuXQwAAxkISgm4FVLmlHtQAIznhUmbgEidFkStHEIoDYUHGyeP8QQ6kg9TF+XS4GvmC1DnGLBhZ21AOkgIB5BNw0P5QZZ6BdI4IEcImhYe+vhnxrtPDAYonwtliQIxbMICFT+HGT+VslWMYn2UaD0rH7AzKDCtEwAlYRrQBcA/P14mVrBr3lAGP8x7jmNaP9UThY7n7wkucF81DRqbzHmGMuLeNuL0ecT4GnB5wuq2UPM0HCfiW/GUIMQbsLCHp7qEIDikuUhSLKR3ohKK7j0IUoKMaYj5a4uGlHwmo0yMT8tIVClNXC+MYtknJUO36wOzfbhl9yHgnJL+lwScgzTFkjds5SkHyqIzfXekQRKvn46KUvh1UZFICEKKyAtVyTHk420VI/UcoA4nMX7PVXjcs6PtcWUJ0GSfLrqzMy84gBRR+EGt7+q2gRfflMFKcJpU3zvusCIcYsN0EAdiU0Y/jcrTGMT30RAMUG9EuCbmYLQQa8wFANkFZLa+2F7AEu1TfE7U06FbcmMGCDhoYa0YWzFoschI1WtGisG7tsMqyYOpiTjJlGGtQrq/8Y1CrplPuS7qRTXlqcGZJzXS5ckcSgaolBEaZOOUhKgHUdFlLloJQ8Fpa9hKhGvyAbeS0S+gIcpSsKFEYnnMOV4cBgzsMKIQYsQ0Rr91LOy1C1T6p+NRp+xb4cIy4shxwZbnAjdPDDgvUlAsrypkc+L4tH4spuOxJVwZVLIOpJyQG88F5KA2OsPQOK0+ynOTybjIgWQnvjRFfvLfGyzfOpIb7ycmY0mVQQrIW6n8zNQcg2yR1HDoHsCgaMtd2AVT1PQvM8FHbTTXKR2NCsTwnW5yqZYkm5oUqVDhsdm5CwN31FjfXY+EXJs/MvyoSxawdw1JvJ5Fvq50h2sZs0gBwOng8fbrC0rudba0ly4EQkXia6m9q+d5PlLU2xeD7SOfs+XbE+XbE/U1pq/TnEF5R5MjCOTx1dpJOvz54GTPNzyhAoCiX3PDkmt8UXqnjFaYPpkq4KiY6lirQUSSEWYI325OrEpfFZgXyjlACylGJTA2gtIMZHzlC7hH87IkGKGrpAJAP+Mt1FzCgXsYMrgad+OsnDUYsKFbYaLRX7cQSzAiyS4iRT4oVp9PKE9+AECVGuU6iyVpwYZ1eW03AWl4KSJFLulYvQI1RbynVNb/skqtWJ1Yhlkr3AD0gk6dmRkSUlsMyGGu1IbHqULEqJauUQzo0TrRwkMRzOZwcERaOUvj+GOHcgKsH7thhZmxDxFv31/hvr7yJe9soIIVzf+myGKkSomNGmDikymE74qWrJ/iKG1eOACipbdSB2mpNR5GO0RycSnZYkU0TpX8IO0X/HA0uxUy5unB4KwSwSyHPSQAQE+HeGPGpm/fwwpUTLD2ZWENTKoBah00BBhbo997j/KIDy5kyClBCZGxjCc0+R4w0r4OAFJKLzARqfXgekNSCGWPaO8wuwKVATkkLTsFA8g6mY/O82AZ8/tY9/N5b99JOi9zfBRDVU4ozEsqnqwu+1fhPgyyx5qiuymuMMCUwwBHPna3w/3nxaSz9AVvLtTyB4Qaf8wUbkL2HiEQYqiBmgp6+m+73248B3LnY4vV753jl9j1s09MV/yb7sJUfeakjYuEI15YDTpcDnFvsBCgKKKKoBcx50d8oFgSiGqT0WoLNp9Sz5B0FYLc4gSUGhQUTmZehjmpsyS5HVWE6hM2nCNgqo9LScS6rbJFn0fH/yACUEEIOCpMDtLmCwEOwZ0J2Bo7u0qH0vd7qbpxcASPIJSS60e5iSEylnQwWqMS0txmRk2kTJIJIfF8InNf81K+GzYBZ+OTcycI4UuTZmMsDmK15RFWo7mwCzPUopj8WJP9AlOeEWTYCpW1qYsEpTLHUD0TwnmAPGAkh5IFLlODj4NzOyKM9ckQYxNoVQsBAHs8eeK5MZODVe2v8fz/3Ku5Egh+W6cydXLdSPu/LDqMidATwAQjw2LoEsg4lltnuXAoX7p1Lvk3+GCFlTcG6Td1nEKh97vLONQAxRWR+kFFwdeHxgRun+D/fuEhMNWqUWoflaoUQAj53vsXmM6/iq5++imdOVzhd+C5gDJxmnfckh5TJ3OGAMQRQNI6EVY3TVE6gNCSBSpQd3scw4pX7F3judIWTwU96RH8zpTDkeuKyHmdxuDa/n5iBkTltzY8BPqS5mnfWRU5bqqEKx3FLSyMDdwPjtQ2DFjJODciLMSanW0IeA9oGnM/kSfWNIc3VAQ5+cIikzpPKw3TMJP4Vxy2WI2NzzAFUkPkuPhXpKIkIRtBS7Xs5xcshwr2RcXMdcPNiixur3XGVCMDz107xrrMVXrh2hv/rlbdwaxuwiRGs2/2zQqK7ViAKFOMEwItXT/D81VN8xfUrecl6F40x4v52xOv312BKp0BrMMkCxVPpiKYTMlv/i5nJyJ3aB0x9/nrOqbrjLaeb05cVCOVzWqJsknHitFt8GtPyq/JFDV/gSlh8yUFthAcfdi30RAMUXRUDkHaQiHBgMuYvFBRtfTxi1BDSRYDr4VrMnPaSy/NeYpzk81fkeHG7Np18LFgEV7qnyDgh0lCsJA6yNbmg4BhjOoNEkTShRH7NpIMQ0G3DXrZJAxrgLZn1c+RAEUwRqLbsps1JBERCsJacY9pfdxUBeUJA288ssREgBxuqMpIctfR4grzrymkclYDNZo2rwxmuLo4MFa9m09yGdHBk1PUYcH8MuMcEv1ylo+UFxA6yVVwBnoLMBMJiUhOyYULMn/n4+cPIxhGx2tFxXWN0K/1KxUplfa8cAwMSiBnDg/lYnAwe7756irNba6zhwBpccLGQs4QSUHhtvcW91+5i5e9hINlhZ83YLu3eWcMlB9WFl7mZ2laduec04pXzuKfMUsBuZIDJg73Df3r1DlZ0B54jWPxZspJByW/srW3EhXDSyICLSWCCy+nkD0uBGedjkLmiPmJpV8c4jgmo67lJYkanwckGgP1ElA6JXKxWoOUC3g3wIIxhTOOSAb9cliUCGWuDH1IsjcjYbjdgMFanKfovy1kig4xNPffIy27DwBEYR4CV5+wpIxSUkPCOKKAWyF6hhyJCEcjee5wHxufvb3HzYovnTwjvf+oKnjpZTJzs7RgavMON0xW+7j3P4nwMuLMJeP1iiy+cb8v8QzrY78QTbiyXePeVJa4vPU4Hj9XgMziZtdYw4/V7F/jDu+e4tQlYM4HdUHilTNJo/TogvoFWjplwFSHEPB9yvlz6FJBNFRGARLRloxCSAHHdIuwHX61GWEflFOCN4FxSIHRZKt2LGMcChgAgUpKH6vOXDtwMcKxLYIfzxCcaoFiTb7Is6ZKBosTUoBlJk2q78pP0TbUiFByr7ZjGSHoh7zrRfPJzctowpbQSeNBHSUBKidiXUK4IDTGvVeu5KlBQLB9JsAsAkYiARPkOVCBpldJx11nFKUOCkAPQMWD8D45XEdUnIK3mJM2HuFgcbKpWm7GmS0uKtokjnjtb4OpyOCpwGJAEyxisDkAYDgQJm5gO94puwMIP4qQpwtz51BMJHZZjC5iRDrUm2LmnS1bZSncAqcUpgcshZVW68CiKkUGuWMjs4kj2qyJ1lHbYxNC1TuwjT4TThcczqwFvjIw1q28upSUGTjuJAjPuxIi7ISSfg1jW3tMXTn5engCfTPWpPQA9EsKo7A0Rri89tiOl/hO/JUdO0mK8tdnCxZCsdhq3ATErAm4Aopwl5IxlTLd4PgJsAkADdakg10/hJU6cetUfjZgE64cDp6gIBe9BbhDfLwK4jEMvFgJrgXbDIEpaiiUCTsoWAYiOs8NjUtR0SVkiXDOBPYOCgK4D20J5Y/rLAviFJyof3pFaYZdiMSZgw4y3tgFjYIDu45n1Ak+dLHF9tYDv7FRzRCBPuOGXuBIiriwCTgaPwTvcHxnryBg54swRri8H3FgOeP50gVMBJj0rjZZrMwasx4C7mxFfuHMfb6xHXESA/UKWzcQKYZak7HdUfFKAhyYuuzhBLPFmXQVOSiPD6CvCv6hW7ll4t845iEKb91iqZdz0BfMUQ2pWiAEkCnTxRRE+RKLQHUhPNECxGgDMPnESPhay9piCIWmcEkCjdqpGoH0YM04p3ZGYlFMQovnmmCeAHxwAl0P9xhjy8o9a45yjHA6Y///tfXuspldV92/t/TzvOWeunellLpSO5VL9oNDEoliiokWqJFUIfor6T73EiApJQ4mKxgAJAcSkxgTQGI2of1j/kBqNaKixFAkhsbV8lIL96tehFzplepnLmXN53/fZe31/rMvez3vOzJxTSmfOzLPgdM553+ey99prr73uCyJlFhOc28LcTWJHrLtniOSd6t4Jat6TLKNSOdA0wxCLtQJknk7VzDVDyYpRZWCDzK8PWXFMLP59qVaqKcwholgpS50W1jGbIOXCol5HnDEixjV7duKS+RbNJgUUZgmszerv8uqgG4BpzugYEsWu9GEaocWe2FitMRbnkrLOttiQbsE97WZDYxfBIiVGE8Wn+3yEBrCk0ocoGrPwNSusLeAxSjEAyBh37JVTNzNmIilVfuW2EcZLE6ROa9gyXBuk0GA036DrOu+g2yGJC8WKKTI73gGqgrw1GiFrMOU6kgIRcMXCCMvLCdOOwSkhNGIRED7A4Niig9Q0oih0YVY9IiBQdLcdhejvN4FxM37z0wGzxMKcHCfdkyZ0EUKQUgha+L1k7TADmfolFM72HiIgRO1jIwIgh+j8ygVvVSzEzRA9bqFt5xCoNFJtAiFE8qyy2EjdqJIhEkCxQQ5dNa8zjM9/VPgKQW8zjd3P0TM/Sd1RgQhtq+n0zOBEOD6Z4MRzS9jVBly1awGHdm93hYeqfVz/a1lpO0cNLlto8a2VDovThJWU8ZKFFnsXWsw38Yw5YXa+yDpP8NzyBE+eWsbRlSlClJYQjVYPlg7MMo1A5V4wqhgRUl4ugrcYaslpI+s6RWX4ZkEOsVgrbCf1g2oVwao4i1uT9bjwOAnlYVHL6tt7S+mAOl7H4oYoJS27ofOCvMfY42ai3ba0gFIK8aq7JvfFOu+dk7NaH0Rjss6SLnEaXcxq9lzMbFYICNBFCeXgcyuB+XSrgynnyjxcMX8G0OkhFq1eSqWV5+pkisSeZik1LNRVxWolYkZERGhMIoe/zzc9M3KnhBWrd1VtsTfraM+pQzedlLlXmTKUUoUHw3VpUFhy7NnTkBcCcMVCi2v27MSe+Y3FjcxCYsZqkudlANMsWsz2DVSP3dG22NFq1Ego6demGWQ1igTL6IJwFi+CZvs3M6IyiOczB7P8mNa02cOxFgpdEFcLW6/2jK1LJqxMEpYmHVbnGixs0q1GAF52yQKmnPHN5Sm+NZ3KgQazJJEyZjEz55zRmHmNzWXWSGFBf6hiQM3ZKSU0VUntGgKA796zHc9MFnFy2iHEtmTMKS5HozmYtBeC9LfKOSGz0H8IUYoNqrCU2Yqj9f363y6sdgnfWh6D2wXxsSmdxlD2CpHEX3VTdfl0HbDhOGt18XKtI6Mob4AZeqVIWODSt8zcXcFSUuX0NMFc6Dm4K8Jc33KOBhc4N0r0meVQdIrUZ1n8UaysNOtBp4kMTRPRVPTDkRFjgy51OJESvvzcCv7Pt07g2st34ard27Bvx8JZx7bQRHzXzo2XNyhzYoynCfd+8xk8O+4wYULTNhgtbPNsxxijdWWoyscXYEg8VdL2K43GE05ZsgozpJdWMa0DgPTbYT0Lbe/L+TdjQbV/rcwFCBQCmkpYsbmA2XvB1RYaq7MESKyfWWkZoqg1QUIdQHLGkIY+bEY4Aba4gEIUSvoqVOpU5IY6LdgEj+oQroM3TUPukYmaxGqeVC+xM3dATMaV4AEjuupdKaUivOhT6kBBSTsr/YNqn3sg9a0b09bnAJqtUFtbjANV87bDqdaM3aJBwmiez1H6ij3bsX/7vJh1nTFxb9MIM1xfbhbNVXTGSBIrMt8ELDQawLlJgQkAJinj2ZUxEK1xImG8wVTlNhC2tRGXjAJOdB0szoeItPspwFnM2QC8JLQJrF7unTNyl8ENNnWomRZCikf2aoybxAMBsTVrhGDe6Ka3FwAZvx6KRxZX0QB42d4dm3udPuvKHfPY1jaYW5rg8ZVOe+rID+Wk5paolssiSImQUtIY3cxtWlwIqrVzryNrDfNNxBXzDcYp45kuIcK6J5Mm9DXo0MHisVqNDyIOavEMXm3ZTlizZnJQQWVTWFkLi5MOxzUGwdwDtd/fAiZJBQOoYkXICFrF8+ygdoecwEnqrCCqRYjVoavWYDJhJiWJEQgREgMFUFbnsuKLUupp5TklpE7i7kyoYc4IIIw26FKVlHARMiIFV/hYrbpNkJ/T3i8sU7yD5oYgAkW4izHEBAqECTP+Z3EVR5Yn2DM6he/avYDLt8+vK4xvlu8wM8ZdxpOLS3hueYLnxlOc6BjcjMQq1zRarZxUQAnq1VSLFoLOuU5egChJEMtuYkLHEmCdOEv9GLUeGbqtIzIFsajn+owD9Z4dda1dRKHiIppVsut5sio+RORCuynuIhRFhNg43UBL7ptVV56zcfxuaQHFGG6dAiUCgx3YxpD7AgoXO1d/EUx40O9dyYMxq4qp+iDW8fuxdoasrDTrHbhUCQbGON0CUQko0AMQFbHZNfKX+Q7hAtcaRK3zftPWzqSlrAf2lD3zI+wcsY/BviiWqLMQot4iYQcBzVnSUM8GmRmTzFicisQOlsZzS9MOBWunhxAIO9qIQzvn8djSBFMGMrJYSPT4JNbgSZmoTQPE1i5dNW5kCUDd1GSKT75YwDaskBZwEig07BZDFIHEx0+S1n183GF7O8EhbQy2WUa9Tc3sGcCUpzg+TVhNjCkkJswD6fy5SjlEHmNseLU9J+OrTMmnQWgMhH3bRsgAuqUplpE1q01XzgsxGm8o9lfHB/qKC8Esn89jDSow7nBsVeqTMAV1w5YsDphDxqyjOa/ZTxsBIhG05wnImkPWKBFJjJisv9S2lmJ2kWTvmFNIGWuZMzMiZe3mIjdmAB1VvA3AXBtwyShibkOVnwsn9fkZrev7GwpnbL9gRfWsnYWl/wPklk0QEMAIOWMlJUxSkronOaPLjL0LI+yeHynuNr/KmaU0wRMnTuHJxRUcm3RYSgw0EmcSYlO5LmVohrPicslS58etEACqti1JSx2IBUV+JIixrgOWi4Cme8QFFMj+yJVgIOcJFctHdY71zh49XUxZKucFeZ0wu6e+rxcPQ5aN1lv6DcGWFlDMfRJCafgHSHyHFYx2FlRpX5xzbyFrJiSL7GxdF8XcN5oRw8XV4/dXUDM5+yZaZVWz8thGqjRZ+Y7L9YATbAixCtYr1pSyp8gL1dlnRij1v870TPsHaVPFzeN/2yZdAd9p6DJjpctY7BhN0yKnjGkGjo071djPHF8RiLB7rsGrL92BEJZwfNxhmiu6YUsn71tkZB3s8JP16iKwrQkb1ibtOUZ3nnINOq3VYF0w4dr67ASvYQwLCnJhuzbXNhEnV6fYNp5inPImKr8WCCQC3vYmYFsT8MjJMZ6ddFjOwDgnBAYIQQ1CxdLmWUXKvJOpGlwCSEMgqUa5jqhg8zm4Yx7bWjGHP7qaMeakJnHSSst2ABKylv0HZJfXRaQ4J7fqmJoe/fB7HqB84FvLEzy9MhWtOkq2UnHrVkweIgDYvCTjMG+IsTdE2N5E7G0DOog2HaO4THLSPR8IMWRXbFII6DJLejex15RyMZKAObW4wHAYCCnG6hBiXD5qccXCCAvt2WmH2f4zo2ii0GVLUtPodNBpUcWcMrrUoSVxQdlCiWUnICCgbVtRWlLCeDrFN04socsJKW3HrvnR81eKMmO16/B/nzmBxS6jowBqW8S2ldpDIfiBzhCXVs6MRkvRs5uB7IAPUqZB4yMtVX6aExIk5i8T0KWEpgkuMLC2OtGJl7pglRIQNA4p+/sE+Za1wzk7zqyHl0yy8jTUigv3eUhtlTU3k31W17PajCXy/DphNgkmoFi6rwkU+qX6+oI26Su+Pk+rdWZNjnwAPQyKHFEFCOn3teUmaLT7ulHUmFnUyqybtcR41HLxOWdt1JS9GA4gi980VDLwXKDg3lhn05LFtx58DAaWEu0atauuWxseeuYknjg1RiZd98yYdAlPL62Kr3sD9UQIooG+9tId9XI/L/ADcTM3BPsF4Eibf0hFx31rBby5ZM5Za23o3IgRRy0yZ4wBfPPkMl6+d+e3ZTW4fL7FpXMtusyYMOPZ1Q7Prk6xNE1YzYwxtGAVsxycEAEEJAoGdFzQUSZOCDzF3FnK1l8yavC9l+/E/5omPDdJODbu8PTyFMs5owO0nXwAIZXCYwAalew5CE/RaozCTwIjzcVNCZuzsDxNONExTjHp4VXaWJjWb0G7IURJwwaEv2zivdvbiGv2bscr9mx73mN9PlACJTcGriDxTAyK1tHJKWOhjWeMhxqnjNWUkDljVwM0IYEkpQ7m1mZAepY1hIWmxc5mDpfNReydbzAXI9q48ayj9SAGwq65EW58+UGMU8bSNOGZ1Q7HptLjLXMG8gSRAqw4G2eJGZxA3DZTLdQnQdrkAfiZJVCeicTipkKjJW00RJrinIFA6BSnyPXeF+be5Sx1wdyCqIorWeE4a0IrP0lTvwFIHR0q/MNA4idjJYRYcgJrGwdIMcKZIqabQfiWFlCsUqK7R4yhsUmgNQNQH9jMAQ6gKtMOlerriGN9vvvPuGeVANAzOxNRL9XWnsu6aHL+6AHCIlDlnMUHSwRqIiJHD1yzd3hLa/vdpYpSzK3MS7UtdwGh0sjFOiMR+fCKllm1/60IzIynT63i6PIEJ6cZoR1pimQAJ8JynmJp2mEHNWjPIqTUgpxh+NthYJu515iXBy0r/ea8+RF4kCiXOhHOtNU0XltmGKK9LaWER06u4KW7t2O0idLdvXebRQSMNhIaJrTbWlw61yDpXs1mCYQr0kWDdjp0Hd7dM2eqaUMAmAiBGQtNxBUxYO9cg6u2z2kROPQXpFZEKrdT0TEqrS8zds01m3TZyRMygP/73BJOTDOYJO06s3VjkUFxz/pZTOOkB9eGC1wRgZgRn7e559sA2rh7drlLSFYBG5pwwCUwkzljvolntMaMNY23CcD1l+3wSsUA+rqb7gNpbikKSBOKO/n5uHbKlIXXjzQ1eb5tsGuuRcen46bs1rJHTo7x9GqHZfYhSskGVaiNFAiENsZyFnXigvVEZYJn95R3VoJA1aPI95gZVUks6Dln1wcsjrPGivDTYuHKFi+pn3WaXepnqFpkzKbcI99N4HtrCyhQRJsrxk3Z+l2Vb00V4wkh9Dr6UrWxjIn1DiZbOC7PMBOcfN7XhIjWEr0QAPc3sVpvskbde8PAQBL5zCYJw2zAHi9pi25Scu1O8s3pnzGkHD58VkY4JpcwTrujzmvocsbqNOEbJ5axOM1IFMX3q3VLMhhd6vDE4goO7d4mPXk2sUHOAZuX9/qab15wdGZgAi5b8TrnHU43RBBXBhIQgpT6nyQcObWKfdvnsNDE583AfV+RaGHzm/cabf6d8mKJa5IXA+13/r2ngy5lLE47PH5qBSvcAJrpYvFmpuhaWrwpIS666AUbVTwLTzh/gQGcnEoQ9XoaNYPRBOmpdaYaRqspSQA8A5fMRcw/T4H6tONU/smMEoi6zvONzgMRGmDDhSHnwlh4FJfq4oyigNapC0FjajgzcgAAVtZQCfMucFX0o/+ZdfXPcpQSnF8rCHDvgvzB7irPnBHM9lWb4JWGZ4X/57sqW1pAMTcFUEuPVtysmBBd6DDk2c+MDV9ZtggMavIqygyZjABAiQVFmkwMrYwKt2hYlDNnK7RSNKNaULFnZyrNl6TIjUsP8pmWX56NtmZIdLfMpaIMLnEtlg0EEo1O0KOFkXIPDec9uFWJpffI0aVVfP25U4ijOTSjxtNM7ZDvQsDXn13ErrkGC01Eo1aU846Nk1gB7dAqRdqex8pYFVQqFjjnQEQgKhqRPD9I7QxmrKSM/372JObiJRhtP3Og4gCnB2apGvvk4ioePzXGaCGgbcXFG3LfR+8Fb1zhyP29fIGA8a5nVzp0OXhPn+wKlyiToyjxJ2eyBK1MM1amXc9V90KMD5CYiS5LgGpmRhslDdeqX79Ab4OkhAORGj/IpR8TlR5qJNbISAAiITF5zSLOqrQqLdXxZX68zVhPAFNg7Pc+nZlya8q7WO9UWEM5dxNr4Lsq12JVqdqq2GlLVubABJyLxIKynm5ZtBIpLlQLBay9cNyERUYE7FYQy8AwwUIsGhqM1LOzkh8gdm9iyKEQY8+vmnNGGwXVNTG5AKP2Glt0YqnTgKDjcVdSqU3AKbs5tLdfzGxvLiJHFqNXRMl9lGXeWwm6zPjGsUV8c3EFT5wag9oRQtsCmmufVCNlABwilqbAg8+cxMnxFNdeccm5Hv76wIUFAJJ6bamEm4Xa/FrsgVW2Ctj3gb1Rml824Mh4cryK7ceXME0Zhy7Z/u3N6yKFpWmHb55axX89cwptO0JjQbEEdQu7qRMxFousFJQEUpeQsmScWAG3rQ5dZixOOjzXMVKUbCZhY1p8EgwKwJ62OWOALAAsdxnLCZsLIj8LWCuCr37rOJ48tYKTkw7jlLF/2zy+a/c27N+xgP07z15HZWPAiIEwZ1ZKc5Hod0Et6BaKZi4Ts7iztWCAnDEharHBKr7Jzo+cUtn7+rkFtgYVIPxsAqRmlp0LlUXIWFGIwV1VpR6YZPBlFE+Bn6sw78Ra682ZYEsLKE2U/PKsEfqhNlOxRQ7rIR5iaaZnrhmyGgkE5lSilTFj2loHskq+vTQrzEiplVQLuPnFYwJkKPLOGKNKlzI+jvDFZJNetfiZWINyVfMl9IjP40mKndjdQ0xmsSm6ed4Uybz4YAQ+TRljTRP876eP49i4w0oGUmwRRxJ46AWmAG06JvbZOBrheJcwObGCEysTfM9lu7BzrkWrZb/PBxBFRWMIGlmz0DP0buJZIUgtmFB+3L1X0wVbHZfg2W2A0NoTS1OsdsIMD12y/dsy1V5MwMw4tjrF155dxJHlKToKaEYtYtOq6xFwQzoXhUo/LnvYeJPqWef3Lj07TFLGc6tTPHx8CStJte1o2VLKS3MGOsau+Xhay53gB5iyNEcMGw7QWQuZJYB0adLh6eUxnl0Z4+jSBKcSY5IjUoyIDXAsAcvHV3B4cYw9zy7iZZdsx645qSw7p3Eymx2BuWgsO9MKiFowqinJHRiUufC2AEQufK5m9UkrNdcCyKzLrz6jauU0a/lip0cqFhCP79Rxk/i0qn5KEBdCFpxakTh5R5WlBHgW7EZgSwso5pczDJWNXiqXGjcOtckLlaBizmDlFrXbxYGNndiFxZ1k17rjyN5v96q2lFFKVZtbyCRKfUgVHVL+ywQpFGWuInP1VGCuJ5GuNYDJns1F0HIzKqgqc2/Udv4cPYa7aZdcKDk16bCaMsadRMo/tTyVplsxalZEA2tQ2GsXTtDquw1SB5xKCePlMeZOLGHXSFw+C23EtlYqndaFj14coN7vppEQLIhPtJJJSgi5ppD1nzJJGVMr6hfM+reehqnCfM2sKl96aBqMJxnHJhmPLa6iCYRLt0k34BfSz38hgQnRi+MpHju5iqeWp1hMDGpbhND0qrkaN6lBhBEGWIzktoe3slgoVmHG4niK58adNuLrkCloplJVwwmAtkfC7lGD9gyWkcTSNkBc25vDDzNjtUtYmnZYmUqD0MVJh2OrU5yYdDg+TqDYSsKCVshOSa5b1bTiGMbY2U6x0AQstBE751psayUraKP7Q22a/nv5rIzTYsgURSKfaAKInxgEjwfplbhwZbsoy0A52+oEjLr/FGdx2dQuSIvxrEcrSd3kbjpR6iUry7LQmPpB/pUtZUOwpQUUGBPXA2mtgFK5LqoDC5A88cTSbZUIiGzxH/BYDcBcOLXhrXq7SpbFgF6uKpXqqWexsGfUpaV92fV3e2cxu8lNZhkJ5rv1jVBcRGb+i5ZyTDWh6wHE0r/HWqcDhEya8rbBqqvfKShCJOPk6kT6WaxM8OTiCpYTY8pScIiaEUITQTFKozPTFKpNJXFAkFgeTT1OXYelCeOBp09iLhB2tAGXzo9wYOcCto1azGk/jrL91xsdzfxdf7YJoPILQYrKIQQERJcbpOgZcHx1WjTvdfY3KV2vJsbyNGtqYvkpaeVqNcFa0zi5ZRFSuRUjjLsOh0+OcXJljNfuuwRXbJ/X7B577wt3ePasmzCrgf49Y0GY3ZH1ahUlozoAqP78BRxzNd7EjBPjKQ4fW8LXjy+D4whN24jrkSSujHSfOouv9rDPhIS3eLn6LNpol6XP1LmHSihQxc/obxYyM8ZdwiPHT+Hw4hjHO0YKDUZzc+6yNoGNcylouWuuBQinne9KShhnqXMUiKQmCpVaLWccPTOeXRnjiRPLeHpljOdWp1jNkP5NsUEzP0KMjVi7dIw5J3DLWuAt4/+dHCPkDhGM+Ybwsr07cGDHPHaM2g01OCVoLCDsHCnpzs77ucQaUoigaPu5zNNWImpmGNQK1bfeY83fIQQv0cHV9Wa9I0jDUgtFgCvYFf+oJhPMdaNxm1HLJTBrtWBrywKcpVDADJ54qwUfADh58iR2796NP/3KY1jYuUvK2ju2CkMzXy5QMyU52L1gjWoqDcS0Ji6fyophlg2iiknWkqhFehdJ1xbb+3eYGd2tJXDNtWar9VhFiMmYucinGKiq1qfPn62d4vnpVZNEIzJmiGkxZ+Q0xTZkzBFrO3opsd3T+HJ2ATAo8yzjMSsMuyBlAVZQ3ETrB4PaxVBWrNO05y4zOq1vwBTdAhCiNNeiEKXktrvI5OSxwGQbH1hbkquLR1aVtRdMQp5OxKSZMzirWbRqAElBSkkL5KofBXzNfa2L6OACn1UXMC2pCAmQzQ8tM60Mp2lHCE2DGBvEtnX6kbFOkboOKSctqKQFxVQbCSBtjkeQ6pIRNGrUpRBQCs0Jtfe2PJUYF+6Vrha6kpLm0nNpG2XsGUVpvnbJDm01/8L5/80CsTyZ4sR4ilOTDitdwtI04dR0ipVOtOZpZkxSwjQLzgMYLQU0MaANhIUmYEfbqFbbYKEJ2D3XYOeoxUhrTbxgY1YLweMnlvHoyWU8vdrh2IQxmpuTdXSXI2mxxiLUlP1RniWfAwBh0nVOl9RNMRcIEVLyoJuO5SYVwjwLr1J6jD6KfbfP6v1AqwVvvT+lDtbmwRqTSgKB9QWTRpb2d4zSy8hoKecEpoBMhCkI08RAExGaFnPtCI3G5PmZJzfJe3LGAjK66QSp65BTp3U15DimQIhNiymCV0fdHgBkKdnfpeRNWe0dQQWApEJeIqBpWtlvMYKaprQa0D0SrOjbTBEyzhlpOkX2+CDGNHXotFN3S4wmRGnvAAluJQoeCB0joW1GSCFKE0dz/ZGtp8CsJcbOkBI4LDwgJ/ZCaMYHe0kas+ePrX/dW44IpKUIsrZlKTycBYewswAw8Uqa6BZOKQK1r5TTWe0xWFo8if/9yn04ceIEdu3ahTPBlrag2LaTPhLBCZ2tFWhRw7TbeG0hCeoDtPoDFk1OlVTP0NNAOk/awVv5880EK03Hak2tMAW3CqiLxph6VlGIqLKqMMTHFyqBBQAoAFwIzm+q3uUygo1T5xspIqGUQnZmEAgiz0YsdRnLGSANVAkICBy9VgAjVPnxKgm71K9yPANsxXp84LIEkSshQQ95TzEkN2hL4aDIQDOSIkDK4CVmR9cmRCCWYnuzeMjMEq8DO7DJSUH6BgGhGUkdChXUKHdS60YFlOCt1Mn/BopAWFh6LXwUmgCKe9HcNT5YtqZ9tpGD9g2JJY4GJmTq85oIsgJ+DO+rYa8Tjc98ztJGlEJwYdw1dsOD0SVVR1itZemzpYllBMWArpviuS7j1LEV/L/jK9i/fYTLts3hih3zGAXtbUNUMudmwbekxhRpiviJ1QmOjSc4Pu6wPBXNODFpDxxCykCmgARGJtnLHFsXIJlZ+5RkjJmx0gEnUkIzyQgYS6lzMCKA+UDYOYq4fPs8LpkfiQDTxpI9Z+taHRSmpdqcRK7NeGZljKeXxnhscQXLCZiAJM19vkHTtrIOkLUKoXb79u099i4uq1LoRtcQkHiLDgAaRkaoru03lKyVA/uelccZAXRarFGqyqpTsdqviYO7CEMIQCr9xrqUlf2IEN11HUDAiBrtMyOfG/1F5Z1BrRI9+lZcT1PXsxisgpBDA24COLbabVf2dKSIuWYORIRG+Vyn1vBMAYmiN8iz/WKVxikSmhEJTeheC0H65fSUDXWT2pq4tVF5CDgiWFmtAORpADl/FBWENMRAenoBiPpdIOQYhY9pn6cQg7E3mEJY246I7eVwejBeyzmL5UL5VbbvtLw8AaLQGe9i7Q1XCTNCp5VCj5p+SKs8V8qlfKzxUdlpi2GFP+sL5cagWahhE0rN1hZQTFJkWyQTCorAIQJdll4p2pDKkO8dVnxjlsN/Tc8P1kq1vsftZNRDX5mvczMUTciYENu/dq29tyIGz+lhduIiCs7cbW4mjRgzkueWEukmdMl9DEIo43GhwM6yRkooWyl3070CmVij/f60GE+WJnrWrbJYUOS9TLnUa1EtK0WXv5XQ2Tsa21qRCjkE6cNBIfiall4WVD5nqQVgwWa9QGGUIkb1802yJ+sXwgAHBuWAHEwrMBTJ2ILTiAkY1SLbOrKtY3WtWWPcSiHFkETg0ch53eVWWjpoHI0jnfXeQABnBH0P574Q4NYutchkfZ7TNcpS9ca9DgR9BoPBQRkvCU671GHSJSymBKYpVhKw1DHmY0CMpamirXOhadKS7apRAZhkiQU4NelwYjLFyUmHVdUGQ4iIbaMxZkYjOmwuVS1Zd4FYe6TBYwepFj02vsBQ4TOjIWD7NGEpATtXO61WGtFQiT8iowGbi9I3s9jFUpaYoOdWp3h2dYojy1NwbMQtFsUKRipQW7FFq3PtQmKFfts6xbpZuaZNuI2tZnGoUNp6niCszHk5VPQ9zhcsfi3431Dlwrqo9wUUBpqidVMgILILrrFRZhQCKDM4ToV3NI1bGwJzKaRJWlQsRnkfCJaxQEFwHvRgLWPOoBiAqLhICcS6ZylIfxtyNQxwSyojRAa0f40JCQhVs74gXZzZ9jGRWjAKBh3TbK7RIgyCUHVtlr9j2yJYt2ySfUuAvr/fGgUE2VczLi7flk7rRcGp5BOhee+uzcbkfK+JAmWViAtlVY/oj8e+Y8E76/7rx6z0Y1pA5X5GiW/UK1VQod71xtfWVV5OA5sWUD7/+c/jD//wD3HffffhyJEjuPPOO/G2t72tmiTjgx/8IP7sz/4Mx44dw+tf/3p84hOfwKtf/Wq/Zjwe473vfS/+9m//FisrK3jTm96ET37yk7jyyis3NRZrXU2ZMemmIEtCUCmNtYcFZ+kGai2oQdRHttKp59Pb/agIzha6ll5ZrjVjRhFSGNGIi8i1J7M3mLmL6gFwITLRiOCHbm0K9kOzmoNlL2UQQmC3YJT4G/X76UtZ50g2V7VQmGnfi5CqVEQ6T3eH5ATSiph1fE2dQQNItVJmlhLNoSSjGf6iuW+qZ1R8GSYQMhUhzhgewyoAQw7t9WohuEZEPVxztY4yP5aYjaDtzWPwyr0WKCbjKw3dguOrQOY+jdioox92qklAyplnP8T72jUA0ZK0d46YDCQQTg4Ji7kqDKZ224igA085p8rUC9NwqsBZdwiY9uQHk2pWpHU5GkkvRMNAzjiZEo6dmuLh4yuYj4Q2AA2hsroJHScW9jXVBm2JCQlAx3Y4iLaO0IIi0DIhNKVXDfWsBSKwZxV4dMISiN5Nvc8VaV0GV/u48IJTmXFiaYq8OAYglpVRE9GSNa4UQcsFVV2jTFIbY5IZy10Gq4WP5ual14vRcwiOX6M70+ZrIbrOOrRCjUHXfjqdKp8orsucUsnc815JpqFTpQnLOpfARyB1XY+XROMtEP7kx6TLHsEFW1CJG2CwLr9kRsr75tB102JBC0H2JFkmhwZOahA6qYJClaTWxOgrLK7Y4HyVmFUggQsMoVIwZE5ByslH9gDNrutcQGyaRqzCKnBRlO85ZZ+j7W1Seq/TYy3F1+gvWNal8vIQG0jfK8FdRCh7Htzbr9kyM8h3HizmhISx9fgBUQCSCUzwuBGoEBBjRGcKtClGrhQBrsxWtNc0jdNG6ZtTrIMZ5FlFRlPFYht6cZoZrB2lDVk6VvNacF9AOo19dV3YtICytLSE6667Dr/0S7+En/7pn17z/cc+9jHcfvvt+NSnPoVrrrkGH/rQh/DmN78ZDz30EHbu3AkAuPXWW/FP//RPuOOOO3DppZfitttuw80334z77rvP0283AtnzwK06LPxgN+aIENxV0G8OyKoZxxIrooeZpAKaS8PIqRIUAO3nwWoO7UvZOdtdJqBANxv3DpIudS5O+uaVm0Cx8iGiCnoCPMK6xKDIoIIKZ0TlsJmF2TLG9WXetwc6XmX29sMUwSGAs6Zsh4gYpHKrMzOdM5gRyA5GY6AFh2ItKd1VibSZIkG1684epveYcCc+UnlW1I0IkG04ZRrOsE0OMS0SLsjr/Nk/a2ML6+xMlL2kDABQBgKawsAIiE0/cl6a4ZHOo2g/FYYRtMy2CSr1Onn7cqgFQzUvEZ6ir7M8Mvcn4rI1FWZbdfWu9DDjjb3xmXXP5qPILn9TEOFEHygHLAOcwSlhZTrFipn8ACSw9/IgmCUEmpooDH2uqi9EzvxkrWMsDJQ5i6WvTiHvqrYVpJbD2CA08mFSGgkhoIkNUuo0/kh4Rjs3VxipWkg6ZkyV+UvApml8XCMMFAmxLd2IAUhsVJ3uj+IObmLwoHhZKt2fgWCx7MxAlwVfkkUVETK5EiQXEcxlGZpYFB4rBAk7+KknnBABzUhTYRkgVFkbufRJMR5mtaJILaScs1cvtbVPKWsvmIi2bRAg8R0MIFGQfkokz201ONishwQGe5Q1Ky8lf7bQMoHVDRo4I0ahk2BPyLUrWXHeC04lNKPo+174he3XDGSoQGN4kKQJo0EvSYEiPFFSgcAFd4A5FKtDLGvCgK4tueDjeymX1GhmwRuosgpmrzMsd2cURkEaeIpQBFe2NGQR1GzNoE/opSWucy5YoVGDoPOVmlwoPBGWtaOBw7AzT3hZTsJjAjTGM5urHLrGApsp7PxtBckSUc+Cwsw4ePAgbr31Vvz2b/82ALGW7Nu3D3/wB3+AX/u1X8OJEydw+eWX42/+5m/wjne8AwDw5JNP4qUvfSk+85nP4Md//MfP+l4Lkv2zB7+JhZ07VcI1Bi/MIcYG5pbxhfRg0XLYA9BmgtwzSYJZA62yW17W+s5YJVD9y0RcP3TLj0nRxgR6BMvwinz2HKo3G9lBYi8y64Fpvuw+UwC9gjvgIo3XQVPQOZr2UL1Ix8E9ZifaZ58hGB7rYC6CNbtSC0pmoBbW9EASNBlDDjrOUhUxVdVZSoulyu2lz9Mt2ZP2+yZy015TudfxCT+ganOxCy31VF3jrQN0ufdTW6WsMZi9hPQdkYAmlmyO3jiLrAmEpjTT0wOSZumsnsc627hHYxWwW7QMk5VAqzRh/mLA3BTFWsRAJdQLPYvGrw+xdu+qPBATGnV5GH6MyZHRqmnUOh/rvCo/yuzVpMHMmHbqXzfhzeepONO4NKO55B2K5TqjUdtTDFK3KktQqtGxHpyZlEfADjph/CaQmiBtdOmFsVwj15lR2fNUCeyuHkMPcDCSas3F+ljWKdS0nvu4k8MuePwFwCDnF/J3qH6vrZc5a5+mineJilQEmUCWHVcsjFnHmkksbq6gwSxSATlJ0GjpSU2KOnJat/VhBJA28mMVUNzFnMQF4WKgKzCV20ZfXmRYjenTNS5csUgihlMLG6gVU1NqewKKKaVcXLkGHl8jXE1pRqzbuUo40Mf6mWDvqq1doo+wCkJlPoV2GDEU4Z659MpxIZuVrhQ9ZW2NP/bPJKfl+uRh1TGC3acfks7f3FrIXq4/qIEgaeIFgbC6dAo/9bLLNxQk+8KF4AM4fPgwnnrqKdx0003+2dzcHN74xjfii1/8IgDgvvvuw3Q67V1z8OBBXHvttX7NhqEmaOPuhrZsDAy9hRfGWlw5IqmrUGI/qCKPZ/h+/7JCQCIklg1biMCGagSmzMkP91rrKodJz2RfJAg92Iu5vvoYtUkSpJ/Zv/VAa+JWPDru6vdWcznDIpQfrn4vryrMzq+3OdjVZjlhr88Cx6ExQhVEyGIkUDGZ9Q5oWkMblVgF23qmEfT8rBVqnSEU5PlTej/2DMcZ9e6vhbp6XGvFivWxW3BW0ulruugLwyY2rH26Ccg98zVMKPMNU72/FqKq+VcbIVKUbAi3qDXy07RoYyvZEk2LptWfpvEARc+cULeI/F7tB5RX2oezTDpUNGGX151ZKyQ50/SA5Nho3EjsfRbbVrKqmqZkVzUtov4etN+Tv4dodpiYxZowcdv7JStCDEvUi4Exk3kkUreZ/h4ITZAaIgElziqQePRCkOtMMIvBXG6aOgr2lhxSZKtqmuefw/cboRzcxfVX6CyrIiJbwPY5I4KqH6h1sfCEeq4ueDj/IE9EyDALdQl0rwVXx3CPRxk/smUvkYcmSJjwYA+tBRmfq3EsHZ89wAQAEBc8BuNJNoQ+BUj2nHEs/V2JuxZsDd/kDJxNunAeb20rejzE2qAQXMlTIhPBUb0NmSvFyS5DmWtvnWsh2Oaj5172NajGoPjJ+uCsAq9d2yVJ0e5lgJ4FXtAg2aeeegoAsG/fvt7n+/btw6OPPurXjEYj7NmzZ801dv8sjMdjjMdj//vkyZMA0JO6SzwAudQNADlrrRLmnh9NLtVDUH36cpizEyAzu/WkHGC2kFz+cYlXnimub5WcVTrOZqVBtUG4Dg7tj82jtiuJ2oQTVUvLAT9DIK7BQoQi03ZqsiDALUU+EdswtWbn5xE5bmzD9DexPUbwTDBXifwnkJhlbeNlcx8pE7JNJBlssrGC4UpQr8FnUCbRp5G11gg9dtlYQqjWrBJVlAZYcSUoX0cioxJQbRqm4aeuYQCC47E+XMUvbeviU9fhmClXMGFBn7PCiak/hpN6zuuNeT3LiQktfWGnEnV1XUtX2Rqv7BkEIZAMV8faxCixKijxW8ElidBjeIYkt45UjF9nKH9XgcB6h+BP+9hA8VYsVSru6uEfKk2XqrU2KHEMBSeyl+v9LrjxNFBbVzvUqCoVbi4xlS78nbAjqhwDXK3jrAKSdS9amwPX/lEODyEXUaACF6Gu3uSGIxChm059fFFdEaYHJ0vvtfFounr9LJrhC2bNNNzXFXKhZevNFR0AcTcSNGC2wgOzW+j0SYL/EJBYWlakVLu4g+5Bey9AZHtd17I6WMEABeMBUJqRNa5jeqIKRGRrGwJIa0oVi0fUvaIdwmdoymmUxb1BoVgKrUs5K3+x7WyGSkJdULHQue1R49/9YvhGE32BGCZEouKruWQV9j0Bgg/njrWAxuU8NKurS2G+9ma9g/JIeaYIZMrPdd4py5nYrRcveBr4jmTxzDJLP2DPAGe65iMf+Qg++MEPrvk8Z/mJMaBpotSJUD8zQfzY9TOlnLxJntVhZHt7xnoQtEdC/Yxy8NVjV2MgFy26KrujB3MtmVo0/fq46GvCfbDCdDL/ZHfIHMyfqlpNMgZG0j3VcAMAbZUWWlceNu3OibAS6koQXm0CdiS4L1w2Zh3FrdaKyhRvaXWygaA9HKyugsRzwDaZHRz2PxKLlwXyWWnntQKKvl2FCBunH0hgpzs5dCohpixG7wBZUztgPcHAjlI16xY3mBOab2TDD+v82e/Pqu+W8bjLYR0o85CDIHjWlgU0kvqGlQ7Y2B25j5lnnr6uAESGU0IMrIHoSh8WH2HuBbBqcyWeqq+ZwZ8dQsm6c0m72iR1RhJ62ONSX0KDVF2rqwIb6/gQY9alayxsIH3BkVHe5QJLhvFXCRKXa+zws61YHmqTrCasH1vZAdO+XYDs0Ttg1VUTWxC3HvEkBRZNGGPr0ZJNibCTKxcriA2lOiRs7DknXVepOSSoLZp3YFsDvS+YgCgTcjrQcUf9CUTg4PJ3wZHh1QQPiACTIQ1bu2QZJSXYlojQtC2mU4spAkIowjRhnRi9mT1tax5jgyaU73JOcp6EUIQ7xaNYo4pFbpqzpurqvuRCY7aH60qsXdc5/TdWs8gIwdai4ku2J6hycsRQBa7q2hjZ+Z0urM/ONc7gpOxpK+rInHv8LbrAWipzuxJBlWKg70uc/E+jKS8mGuQ8LbxvY/CCCij79+8HIFaSAwcO+OdHjx51q8r+/fsxmUxw7NixnhXl6NGjeMMb3rDuc9/3vvfhPe95j/998uRJvPSlL1WpvjBtgmUvCIMuEn6VMkcREkQZ9HCcsaooFCsHyq5GYSQ1BE0PVV6lDyi/B7Ic93KolZRelBvsDKASRNUjOhSisoqxvVvr4kQwwWDmbyUsSdG2g4B7aWsE22jrZ4pEZczV61UoKelwxrx6iOjhtj582VNQnRG5xloOTmPERCQ1Mfg0uPFNZgIjnHn5f2phpjxABckaZ8rjU67WpwiPJuz6wataR1Kh1DRJG4P9uNatBwhQbfiqBk4PZ0RidWOumJOMxcv76/tBqJiDjpVU+6vnS30KAdBjYMZwy3Xsh6DrSyp8UU3jSmMmeGUN/CMCYuwLvMasCdBS72tWRuME7fBFCbhmC1Y0X79opSnPUl0f/9WHyCh1Muq6MX54csWQucQ8ee2lbNU3RdJmmzWXNaBCPOXV+v6UM0JFH0QEisFdLJWsDYa5POSANFwATU/brfFXpttXPvzTENxaaetSShkJ/Tb6uIKbYoOpg6OcVWZG8eHYuleau46djdcp/WZmLxtQ0nOLAJ0hmVSCMOEhHhA9s39n3RRFZmQwJ0me0IMZkPHZOkUID+PqvCgMvtAHkQpkvXiiSilxVmNZN0Hl2GLNLOcB1t3bokRWQgv1s9pM5/JVr+pQFUHQ/pYBzfZvs3+5GnsPd7N0i4qmmZ2mXMkw4QbGv0XwlXFvPLLkBY1Bufrqq7F//37cdddd/tlkMsE999zjwsf111+Ptm171xw5cgRf/epXTyugzM3NYdeuXb0fAI4EoCgMRCWmgNZ5lml4RSPqb2q730MIZ4h9Pa1Z0q4CaOa9yrYr/3L1DH02Vc82yb8eqx+ybE8EKvG4/KAvOAmjtk1L/h6re1A4lY21iBM96bvCsV1QcFKeIK4w611RB2BizVoUt8sM0Sszczz5C9HDW7mH/TCeFQBtM9vhx/UPwWNzUKOhOgl80yuzXCv3U++Wcv2swEtrn4fKn45SG8TGV57L6NPcehTdx2txUVa0bc+thecZWrZ17o9z5tmsZv1cWirIdAiztFjvkdryJQdCJdyWU8MFAD8EjPao9rdXwlP1zBK7wf7cWYz11uY0NFlGU9FTlQVBBG35VBiwo9TuZNaAQSoxJ/3J+o3mWvT4AJ1hLw5H6dX+Tiw1PtxK5c/p02CurFtldDVWqPwYLfj6lPUGJOPF3DUuiNj6KIHNkoEIw0Yr2d/uwpDiz+N3fAIaK0OVjKN4ZVaLIJlQAN9LPqZ11rT/fKEzub7suqhKm40nkKWbhyJ86zhEpjILUnWG1MIJ4KUZCHp9KELimXczisLhz8/u9qm/A8zynEvMh866x/dMgKiFDdtz9Z6foRm7rhZkTFBfz6Zb9sbMOQn9jM428wKbtqCcOnUK//M//+N/Hz58GF/+8pexd+9eXHXVVbj11lvx4Q9/GK985Svxyle+Eh/+8Iexbds2/MIv/AIAYPfu3fiVX/kV3Hbbbbj00kuxd+9evPe978VrXvMa/NiP/dimxuJalGkwfuALQeVCe3Dzd80YbdUAlyqtaJGnegnXUym5mDi5zgoB/IAESIoX6Ze2acqhbJsylMPVxmPEjv5n9rm9u8y/shCASzoRANIgDtE64QxEaohUAk29WSvc9t0lVVCxCcjVtVL5tkjkVp23F4tcPdffa5qzHjAW42FCStk15YAWgSH3ROsiwMm1daXK3sYqo6jWS0CcHTY5w4+6yJQu7BVsW88fKNdb/Yn62Qx1JVR0CGeqxTxeiMj4hc67h+tyGNXWGmYII5w5xPuaT41bm2OlJckNjkP7zA87Lr7m8je5IGzProWsWiKyugsAvGKyvStbpU0UuusJZSYYcakzYdjw+gsUQD5vwRzrInk5mZkDy4UzVO9W3PQOOx2r36O0aWs3qxiAqGqTUJ5nlp5ZqPmSjcdXkcs1XM1JhBjNFFHaNHGFydZN8BBDSVm3mZgrDFx4lUHiKm1ZPzNeKxYs6fxO0SjUeF0ROmxBa0uvBOcGD46Gr3UopRo8tiQgBkv37Z2eLmSJa4V8je3sIyI/rAnFclMHZ0anL32f0TEIJStF8BhgloVSfC/oy8yCA1JLClVWXk1ZtzojQavsBpsDwWnb6U2Y9IyQpTa5LB2gZyUCQp1VV55T06qvc3V9zRuMzxQZhR3vrFV5yTQYXd5amTbrt1uM66fZPkF/v20ENi2g3HvvvfjRH/1R/9tcL7fccgs+9alP4bd+67ewsrKC3/iN3/BCbZ/97Ge9BgoA/NEf/RGapsHP/uzPeqG2T33qU5uqgQIAxBKIl2sCNunNDz2GqR+MEjDkSCIreiZXsKZCWXqY/D+otIzqzOyb7XPOxXKjm7X4A5Vt58JYyudlHEakFkQZdNMJQ4HPQW/wufrcTNN09mbCSJ8xu8HUNCEjUKsbQlQ0tkqLKiZL/cCk+XpN+tKI/hJ8gxXZHqVIkpqYrXwdEUrKNeD3eOEtABFWA4XctSVmUC6lwetaKtWQ6o1cM3Y7hKMOUJZNA+K01os9JKEKvLRnV+nU9SasI+eJIYyqLOEa3ElhsyzBj0xqzq6RrO/TMQpdl3VyFW32BhSLmKVRYubK9dgHV3RilwSQp4HaIOpAvMIcoVpq0Xb9MKkCO00s8pH29ob8E9Uta/KtQV0/yBFSPcufTVWgN1BZ+rgIl1wLJnanPbBIxS7kozbWV3vJx16YcqiuL4e4HrBU8MvM4CQxGEAlkJksoPtF6Lqk7Vs/lqCF62zvWlaFZ4e4KNcXQo0+ipRRC0tK7+paAdQNQoQcJBEhVHOgSkiqCgb4/Gzd9ANNXw3IWmjSDjuzdGZdF5jQwEUYhPIgy9Xxki1VrSCJIYkVX2G4C4nNHVmnH9u6l8/csaJniFeftXotUH7E0i8qV729oNaXAAl+tmZ6KQMdwa2ojqMKTzEENBFgRF9PaxxLIikgUlPFlile/JyByV0AhE66ZFYdKXaq1O/rIynhJVW5x9FI4mGs51nO2bPJZJ6VQLgO39oMbOlmgX/xtSPYvnMXGOKX9FTDSnoHTIBjX/TMpcgPhRK8aUwsgoSQVbRlQJo/6cNM47CcC6A6mFllRZPsVaKORD0pFzApVcD8nzZG00bKtfovuc7icwJMUCAfb5k3ylxdeKsJp5g0i/m7CFF10HFtFZgp/tI7kARvFUkTvDdGGYcFXpVNWfdBciC5z48GxX9TNagCZxT92flnwYGNOxvTrGpoOAM08zNVwmgpdiR9ReAHoNBKCUQFipumJw3VwDPm3zJFmaMVQNIxFjeGLQq5IMXV8y2zrLYWlRim6j36HCISF0E1TqqYq2iyxtx1L8zQN6oYEAvyK8JfqWIKKpH9BdcltkDuyXaO9A73+riwo8LH58JsWS+rZGkxSPVRU+/VMp5C93UWoNWw6D+hP7b6EK/p2ASNYqecASqzY5M4FGq/f04JnfZGEetkISfPDqnGk1Ny3mAB0ZnZM2Gocl3UxbfAxQ0z674u+0sE8oIXiAXFNHWYi624H+pn1eKbsE4VeC0QV6NnrfZOZkivICpYLGEVJkhWOIdmEYXKEpCy1G7R91iVXtI7Up46/ySQFCez6qwhoI2Nt0lw67ugAokzEpuAYllFybOTODPGXQZrokCkoAe6lkkAScNKZcMJhC6bdbTwKNJtZ6UVMqqEgsqSEdWCllKu9n+oCKYELrPuX69IbNasnL2YOemeN8GkVIYuwmpD/f1TvoMyYPJ9IcJmsbAvLZ7Az7xiY3VQtnYvHkMmJKOgjpew1EITEuwAssMRXm6evLy0fS9QGEyP8FF4jLkl+jIeK+FX9xv37Y29MD15lm2dIh33pE8bUXX414cUqjOk1tpqmdwEOAuW9PeXs6e81wQ0k4LraCU9iHoMrWa8UEZiDIq5t6H6yCjP6AkZXLns7Hoq42M/NCvT+wzCbO4mqPnRRLXfuKyvHTqGB9uAgULpwUQSVFf7petjzOY9G4fC/ng1lc+sbTVBXZOiuVD9DONimNV6nTR6Vq+yHmV+fshz+a4WgmbxWJuCJYi1f4j5/H1tqeB5zWqUf7hak7W0riOnSjjxleH6Mb0HynpZQGsR9O04dwHSg5CUoVdDtGDbGoc9OrQR2vX2vHorVPPpxb3ovmHbY443v7jsB6M73beWsmlbyw+NbBp9qGi5Evh0To5qBsSNQc5LajTOuqTl5VUqMpRf+v5kx2XNl0xpMRo26xGqZ/d3iWLZqjDXJFPhysiM/Z0lE8p4F5G50QtefSzU+0itQqWLt6d21/wFxdoqSka/tIDx2BlEwlKmnU6qr8vtPbsaPFSAzPWEKpbJcE0VDQiiPEmBynx8vCH6PSq1+Z2zzMh4nv1uSpVZRIwFeVNQF1QEB+bScozo+VELehuFLSmg2OZZObVYNAHAKWC2GA2AXjtq2W9FivTmc8pAAjNgWTba70deXG1YqCneDnHAd1z9ZjMtMmethQLXgFxIqf6tA6561hb48VodSNz7159lAXZ6kFvJEUvtTeiP2+p4OPMwRlanIlqMCQPeMLBKqytHa6XF+3qYb5l9087O2273hofMJRixWl/WdStZHNJLJaiFY71gR3N/1OzD/MNl85Y73KSr2o/V9agDT6NqZWeC2TW0ubp1oaLJesC+idmYhdKbfuPBka4tRZgDwawBdcRBESarVFu2UvSiMUat+AhIuqVkLZEzpzKnymRvzM7Tzvt1HAAT6CoczGijdlATII3VKnwwFRO/v5DX0rvhM7LVczArkOFHrYG2rrqfbT/aG9wyVWUVoTd06u1Ru6hnbykyYIWz/nipfNEbn/9NQdamzgxBn568gquuY07JC+D59UYPBXt+gAddc5t3slIJpArbDN3mXHr5eMVVXe+cSon+Hi1X1wveLJU19XFRCXCAzslKKOh9tjYEeNXUOt4q9qoJ661RSvVnrUfhMSJE6NJU2RG5+3Y6nQJgxKZBakd9l6X+l8FWiV8tFvol1w0bIxKgbmCzjmugMYCA5EKW0fM0mwWc3HodoMG4AJCBxBogXXNcD/I14Uu4V0oJ0+kUzFLSoYmNpuGXPVTzGXmYCXbC9wwsS9WKnIq8QUDVmwyk1YC1Um4MTe8cCzE4n105dWrNWp0OtqSAsri4CAD4ze+75hyPZIABBhhggAEG2CwsLi5i9+7dZ7xmS8ag5Jzx0EMP4VWvehUef/zxs/qxLnSwujAXOy4GPBQYcFFgwIXAgIcCAy4KvNi4YGYsLi7i4MGD6/S368OWtKCEEPCSl7wEAPp1US5yGHAhMOChwICLAgMuBAY8FBhwUeDFxMXZLCcGL2ihtgEGGGCAAQYYYIAXAgYBZYABBhhggAEGOO9gywooc3NzeP/734+5ublzPZRzDgMuBAY8FBhwUWDAhcCAhwIDLgqcz7jYkkGyAwwwwAADDDDAhQ1b1oIywAADDDDAAANcuDAIKAMMMMAAAwwwwHkHg4AywAADDDDAAAOcdzAIKAMMMMAAAwwwwHkHW1JA+eQnP4mrr74a8/PzuP766/Ef//Ef53pI33H4wAc+4L0w7Gf//v3+PTPjAx/4AA4ePIiFhQX8yI/8CB588MFzOOIXDj7/+c/jJ3/yJ3Hw4EEQEf7hH/6h9/1G5j4ej/Hud78bl112GbZv346f+qmfwhNPPPEizuLbh7Ph4Rd/8RfX0MgP/MAP9K65EPDwkY98BN/3fd+HnTt34oorrsDb3vY2PPTQQ71rLhaa2AguLha6+JM/+RO89rWv9YJjN9xwA/7lX/7Fv79YaOJseNhK9LDlBJS/+7u/w6233orf+73fw/33348f+qEfwlve8hY89thj53po33F49atfjSNHjvjPAw884N997GMfw+23346Pf/zj+M///E/s378fb37zm71v0VaGpaUlXHfddfj4xz++7vcbmfutt96KO++8E3fccQe+8IUv4NSpU7j55pu1Yd7WgLPhAQB+4id+okcjn/nMZ3rfXwh4uOeee/Cbv/mb+NKXvoS77roLXdfhpptuwtLSkl9zsdDERnABXBx0ceWVV+KjH/0o7r33Xtx777248cYb8da3vtWFkIuFJs6GB2AL0QNvMfj+7/9+fuc739n77Hu+53v4d37nd87RiF4ceP/738/XXXfdut/lnHn//v380Y9+1D9bXV3l3bt385/+6Z++SCN8cQAA33nnnf73RuZ+/PhxbtuW77jjDr/mm9/8JocQ+F//9V9ftLG/kDCLB2bmW265hd/61ree9p4LEQ/MzEePHmUAfM899zDzxUsTzGtxwXzx0gUz8549e/jP//zPL2qaYC54YN5a9LClLCiTyQT33Xcfbrrppt7nN910E774xS+eo1G9ePDwww/j4MGDuPrqq/FzP/dzeOSRRwAAhw8fxlNPPdXDy9zcHN74xjde8HjZyNzvu+8+TKfT3jUHDx7Etddee8Hh53Of+xyuuOIKXHPNNfjVX/1VHD161L+7UPFw4sQJAMDevXsBXNw0MYsLg4uNLlJKuOOOO7C0tIQbbrjhoqWJWTwYbBV62FLNAp955hmklLBv377e5/v27cNTTz11jkb14sDrX/96/PVf/zWuueYafOtb38KHPvQhvOENb8CDDz7oc18PL48++ui5GO6LBhuZ+1NPPYXRaIQ9e/asueZCopu3vOUt+Jmf+RkcOnQIhw8fxu///u/jxhtvxH333Ye5ubkLEg/MjPe85z34wR/8QVx77bUALl6aWA8XwMVFFw888ABuuOEGrK6uYseOHbjzzjvxqle9yg/Wi4UmTocHYGvRw5YSUAyIqPc3M6/57EKDt7zlLf77a17zGtxwww14+ctfjr/6q7/yAKeLES8Gz2fuFxp+3vGOd/jv1157LV73utfh0KFD+Od//me8/e1vP+19WxkP73rXu/CVr3wFX/jCF9Z8d7HRxOlwcTHRxXd/93fjy1/+Mo4fP46///u/xy233IJ77rnHv79YaOJ0eHjVq161pehhS7l4LrvsMsQY10hxR48eXSMZX+iwfft2vOY1r8HDDz/s2TwXI142Mvf9+/djMpng2LFjp73mQoQDBw7g0KFDePjhhwFceHh497vfjX/8x3/E3XffjSuvvNI/vxhp4nS4WA8uZLoYjUZ4xStegde97nX4yEc+guuuuw5//Md/fNHRxOnwsB6cz/SwpQSU0WiE66+/HnfddVfv87vuugtveMMbztGozg2Mx2N8/etfx4EDB3D11Vdj//79PbxMJhPcc889FzxeNjL366+/Hm3b9q45cuQIvvrVr17Q+Hn22Wfx+OOP48CBAwAuHDwwM971rnfh05/+NP793/8dV199de/7i4kmzoaL9eBCpYv1gJkxHo8vKppYDwwP68F5TQ8vakjuCwB33HEHt23Lf/EXf8Ff+9rX+NZbb+Xt27fzN77xjXM9tO8o3Hbbbfy5z32OH3nkEf7Sl77EN998M+/cudPn/dGPfpR3797Nn/70p/mBBx7gn//5n+cDBw7wyZMnz/HIv31YXFzk+++/n++//34GwLfffjvff//9/OijjzLzxub+zne+k6+88kr+t3/7N/6v//ovvvHGG/m6667jruvO1bQ2DWfCw+LiIt922238xS9+kQ8fPsx3330333DDDfySl7zkgsPDr//6r/Pu3bv5c5/7HB85csR/lpeX/ZqLhSbOhouLiS7e97738ec//3k+fPgwf+UrX+Hf/d3f5RACf/azn2Xmi4cmzoSHrUYPW05AYWb+xCc+wYcOHeLRaMTf+73f20upu1DhHe94Bx84cIDbtuWDBw/y29/+dn7wwQf9+5wzv//97+f9+/fz3Nwc//AP/zA/8MAD53DELxzcfffdDGDNzy233MLMG5v7ysoKv+td7+K9e/fywsIC33zzzfzYY4+dg9k8fzgTHpaXl/mmm27iyy+/nNu25auuuopvueWWNXO8EPCwHg4A8F/+5V/6NRcLTZwNFxcTXfzyL/+ynwuXX345v+lNb3LhhPnioYkz4WGr0QMxM7949poBBhhggAEGGGCAs8OWikEZYIABBhhggAEuDhgElAEGGGCAAQYY4LyDQUAZYIABBhhggAHOOxgElAEGGGCAAQYY4LyDQUAZYIABBhhggAHOOxgElAEGGGCAAQYY4LyDQUAZYIABBhhggAHOOxgElAEGGGCAAQYY4LyDQUAZYIABBhhggAHOOxgElAEGGGCAAQYY4LyDQUAZYIABBhhggAHOOxgElAEGGGCAAQYY4LyD/w9mTVkonvqe9QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_arr = plt.imread('./bd.png')\n",
    "plt.imshow(img_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fdd6915a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x264a690b150>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_arr\n",
    "plt.imshow(img_arr - 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fcdb3f25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 (107, 372, 4) 159216 float32\n"
     ]
    }
   ],
   "source": [
    "print(img_arr.ndim,img_arr.shape,img_arr.size,img_arr.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "932ebb69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1.        ,   3.02040816,   5.04081633,   7.06122449,\n",
       "         9.08163265,  11.10204082,  13.12244898,  15.14285714,\n",
       "        17.16326531,  19.18367347,  21.20408163,  23.2244898 ,\n",
       "        25.24489796,  27.26530612,  29.28571429,  31.30612245,\n",
       "        33.32653061,  35.34693878,  37.36734694,  39.3877551 ,\n",
       "        41.40816327,  43.42857143,  45.44897959,  47.46938776,\n",
       "        49.48979592,  51.51020408,  53.53061224,  55.55102041,\n",
       "        57.57142857,  59.59183673,  61.6122449 ,  63.63265306,\n",
       "        65.65306122,  67.67346939,  69.69387755,  71.71428571,\n",
       "        73.73469388,  75.75510204,  77.7755102 ,  79.79591837,\n",
       "        81.81632653,  83.83673469,  85.85714286,  87.87755102,\n",
       "        89.89795918,  91.91836735,  93.93877551,  95.95918367,\n",
       "        97.97959184, 100.        ])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(1,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a0570818",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "[[ 70  99  78  92  97  78  76  76]\n",
      " [ 69 111 100  99  93  70 114  85]\n",
      " [110  74  69  74 107 105  89  98]\n",
      " [100 117  95  97  86  88  75  93]\n",
      " [ 93  80 100  80  76  95  93  67]\n",
      " [ 64  85 103  62 119 104  72  67]]\n",
      "[ 69 111 100  99  93  70 114  85]\n"
     ]
    }
   ],
   "source": [
    "print(type(img_arr))\n",
    "arr =  np.random.randint(60,120,size=(6,8))\n",
    "print(arr,arr[1],sep='\\n')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
